# New Contributor Report: huggingface/transformers

- Snapshot: `20260420T000044Z`
- Generated: `2026-04-20T00:01:04Z`
- Activity window: `60d`
- Contributors: `359`

## Summary

| Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
| --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
| `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 75 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
| `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 74 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
| `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 72 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
| `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 67 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
| `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 59 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
| `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 43 | 2 | mixed | moderate | low | high recent PR volume; targets high-star repos |
| `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 40 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
| `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 37 | 0 | strong | low | low | targets high-star repos |
| `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 36 | 1 | mixed | low | low | targets high-star repos |
| `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2025-01-06T17:52:26Z` | 34 | 1 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
| `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 31 | 20 | strong | low | low | targets high-star repos |
| `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 27 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
| `ManasVardhan` | [profile](https://github.com/ManasVardhan) | no | NONE | 2488d | `2026-02-15T11:10:48Z` | 22 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
| `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-10-03T15:26:01Z` | 22 | 0 | strong | low | low | targets high-star repos |
| `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 19 | 0 | strong | low | low | targets high-star repos |
| `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 2949d | `2025-12-02T16:00:11Z` | 18 | 6 | strong | moderate | low | high recent PR volume; targets high-star repos |
| `BillionClaw` | [profile](https://github.com/BillionClaw) | no | FIRST_TIME_CONTRIBUTOR | 35d | `2026-03-16T16:17:54Z` | 18 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
| `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 17 | 0 | strong | low | low | targets high-star repos |
| `weiguangli-io` | [profile](https://github.com/weiguangli-io) | no | CONTRIBUTOR | 2230d | `2026-02-09T02:10:15Z` | 16 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
| `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 15 | 13 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
| `NielsRogge` | [profile](https://github.com/NielsRogge) | no | MEMBER | 2598d | `2022-02-21T10:02:38Z` | 15 | 3 | mixed | moderate | low | high recent PR volume |
| `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 15 | 2 | strong | low | low | — |
| `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-12-16T08:22:52Z` | 15 | 1 | strong | moderate | low | targets high-star repos |
| `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 14 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
| `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 14 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
| `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 14 | 0 | strong | moderate | low | targets high-star repos |
| `Sai-Suraj-27` | [profile](https://github.com/Sai-Suraj-27) | no | CONTRIBUTOR | 1745d | `2026-01-23T17:10:04Z` | 14 | 0 | strong | low | low | targets high-star repos |
| `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 13 | 0 | mixed | low | low | high open PR share; targets high-star repos |
| `LincolnBurrows2017` | [profile](https://github.com/LincolnBurrows2017) | no | FIRST_TIME_CONTRIBUTOR | 3349d | `2026-03-13T04:48:06Z` | 13 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
| `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 12 | 0 | strong | moderate | low | — |
| `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 11 | 4 | strong | moderate | low | high recent PR volume |
| `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4683d | `2025-07-25T12:59:52Z` | 9 | 0 | mixed | low | low | — |
| `danielalanbates` | [profile](https://github.com/danielalanbates) | no | NONE | 338d | `2026-02-21T04:32:30Z` | 8 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
| `gambletan` | [profile](https://github.com/gambletan) | no | NONE | 40d | `2026-03-13T05:22:03Z` | 8 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
| `s-zx` | [profile](https://github.com/s-zx) | no | NONE | 2020d | `2026-03-08T19:38:00Z` | 8 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
| `hkc5` | [profile](https://github.com/hkc5) | no | NONE | 973d | `2026-03-19T12:33:00Z` | 7 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
| `Qubitium` | [profile](https://github.com/Qubitium) | no | CONTRIBUTOR | 5681d | `2025-10-03T18:23:49Z` | 7 | 0 | strong | moderate | low | extremely high recent PR volume |
| `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5708d | `2024-10-17T15:17:05Z` | 7 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
| `casinca` | [profile](https://github.com/casinca) | no | CONTRIBUTOR | 2626d | `2025-12-10T12:31:18Z` | 6 | 2 | strong | moderate | low | targets high-star repos |
| `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 6 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
| `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 6 | 0 | mixed | moderate | low | targets high-star repos |
| `kchpp940` | [profile](https://github.com/kchpp940) | no | NONE | 375d | `2026-04-18T01:12:45Z` | 6 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
| `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 5 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
| `LysandreJik` | [profile](https://github.com/LysandreJik) | no | MEMBER | 3177d | `2024-08-30T13:38:48Z` | 5 | 2 | mixed | low | low | targets high-star repos |
| `Krishnachaitanyakc` | [profile](https://github.com/Krishnachaitanyakc) | no | CONTRIBUTOR | 3498d | `2026-03-25T02:14:38Z` | 5 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
| `mvanhorn` | [profile](https://github.com/mvanhorn) | no | CONTRIBUTOR | 5652d | `2026-03-09T14:59:27Z` | 5 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
| `sxu75374` | [profile](https://github.com/sxu75374) | no | NONE | 2026d | `2026-02-27T04:48:08Z` | 5 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
| `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5038d | `2026-03-13T14:45:22Z` | 4 | 6 | mixed | moderate | low | — |
| `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3839d | `2026-01-21T06:14:39Z` | 4 | 3 | weak | low | low | targets high-star repos |
| `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 4 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
| `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 4 | 0 | n/a | n/a | n/a | summary unavailable |
| `Jah-yee` | [profile](https://github.com/Jah-yee) | no | FIRST_TIME_CONTRIBUTOR | 736d | `2026-04-16T00:55:40Z` | 4 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
| `manavshrivastavagit` | [profile](https://github.com/manavshrivastavagit) | no | NONE | 4699d | `2026-02-24T20:35:18Z` | 4 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 67d | `2026-02-18T23:07:23Z` | 4 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; targets high-star repos |
| `RudrenduPaul` | [profile](https://github.com/RudrenduPaul) | no | CONTRIBUTOR | 2913d | `2026-04-09T09:34:42Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
| `RyanMullins` | [profile](https://github.com/RyanMullins) | no | CONTRIBUTOR | 5413d | `2026-03-12T13:32:25Z` | 4 | 0 | mixed | low | low | high open PR share; targets high-star repos |
| `sirzechs66` | [profile](https://github.com/sirzechs66) | no | FIRST_TIME_CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 4 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
| `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 3 | 2 | weak | low | low | targets high-star repos |
| `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 830d | `2026-03-25T14:55:10Z` | 3 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
| `Cursx` | [profile](https://github.com/Cursx) | no | NONE | 3073d | `2026-03-31T01:44:52Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
| `javierdejesusda` | [profile](https://github.com/javierdejesusda) | no | CONTRIBUTOR | 508d | `2026-03-22T17:27:20Z` | 3 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
| `jayakumarpujar` | [profile](https://github.com/jayakumarpujar) | no | NONE | 2663d | `2026-03-01T01:47:44Z` | 3 | 0 | mixed | low | low | — |
| `jnMetaCode` | [profile](https://github.com/jnMetaCode) | no | CONTRIBUTOR | 4011d | `2026-03-08T09:21:22Z` | 3 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; targets high-star repos |
| `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 3 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
| `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3380d | `2026-03-09T09:03:10Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `Lidang-Jiang` | [profile](https://github.com/Lidang-Jiang) | no | CONTRIBUTOR | 1230d | `2026-03-27T02:44:21Z` | 3 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
| `matisgagneux21` | [profile](https://github.com/matisgagneux21) | no | CONTRIBUTOR | 53d | `2026-02-23T00:10:48Z` | 3 | 0 | mixed | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
| `onel` | [profile](https://github.com/onel) | no | NONE | 5050d | `2026-02-26T22:44:41Z` | 3 | 0 | mixed | moderate | low | many recent closed-unmerged PRs |
| `paipeline` | [profile](https://github.com/paipeline) | no | NONE | 1791d | `2026-02-22T14:37:25Z` | 3 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
| `saivedant169` | [profile](https://github.com/saivedant169) | no | NONE | 1712d | `2026-03-14T16:47:42Z` | 3 | 0 | mixed | very high | medium | high recent PR volume; very broad repo spread; targets high-star repos |
| `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1466d | `2025-12-24T11:54:53Z` | 10 | 0 | mixed | moderate | low | targets high-star repos |
| `math-hiyoko` | [profile](https://github.com/math-hiyoko) | no | CONTRIBUTOR | 2390d | `2026-02-08T01:31:10Z` | 4 | 7 | strong | low | low | targets high-star repos |
| `redpanda1995` | [profile](https://github.com/redpanda1995) | no | FIRST_TIME_CONTRIBUTOR | 102d | `2026-02-07T19:04:11Z` | 4 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
| `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 4 | 0 | mixed | moderate | low | targets high-star repos |
| `xenova` | [profile](https://github.com/xenova) | no | MEMBER | 3317d | `2025-11-18T16:26:23Z` | 3 | 3 | strong | moderate | low | high recent PR volume; targets high-star repos |
| `gabe-l-hart` | [profile](https://github.com/gabe-l-hart) | no | CONTRIBUTOR | 5242d | `2026-02-04T17:55:19Z` | 3 | 1 | strong | high | low | broad repo spread |
| `w4nderlust` | [profile](https://github.com/w4nderlust) | no | CONTRIBUTOR | 5740d | `2026-04-03T04:55:51Z` | 2 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
| `ionut-anghelina` | [profile](https://github.com/ionut-anghelina) | no | FIRST_TIME_CONTRIBUTOR | 556d | `2026-03-30T08:23:07Z` | 2 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
| `Aftabbs` | [profile](https://github.com/Aftabbs) | no | NONE | 1318d | `2026-04-12T08:48:26Z` | 2 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
| `akhilc08` | [profile](https://github.com/akhilc08) | no | NONE | 403d | `2026-04-03T17:43:21Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
| `akintunero` | [profile](https://github.com/akintunero) | no | CONTRIBUTOR | 3950d | `2026-03-30T13:48:47Z` | 2 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
| `albertorkive` | [profile](https://github.com/albertorkive) | no | FIRST_TIME_CONTRIBUTOR | 698d | `2026-04-12T17:02:14Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars |
| `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 2 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
| `asuryateja` | [profile](https://github.com/asuryateja) | no | CONTRIBUTOR | 1716d | `2026-03-26T21:05:17Z` | 2 | 0 | mixed | moderate | low | high open PR share |
| `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 2 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
| `burtenshaw` | [profile](https://github.com/burtenshaw) | no | MEMBER | 3611d | `2026-03-03T11:35:13Z` | 2 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
| `dagecko` | [profile](https://github.com/dagecko) | no | FIRST_TIME_CONTRIBUTOR | 4479d | `2026-03-26T06:19:29Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
| `DatLe203` | [profile](https://github.com/DatLe203) | no | NONE | 766d | `2026-04-07T14:30:38Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
| `eladsegal` | [profile](https://github.com/eladsegal) | no | CONTRIBUTOR | 3919d | `2026-04-09T05:56:31Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `ErenAta16` | [profile](https://github.com/ErenAta16) | no | FIRST_TIME_CONTRIBUTOR | 899d | `2026-03-27T13:43:38Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `excepshenal` | [profile](https://github.com/excepshenal) | no | FIRST_TIME_CONTRIBUTOR | 2481d | `2026-02-21T00:06:16Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `ezylopx5` | [profile](https://github.com/ezylopx5) | no | FIRST_TIME_CONTRIBUTOR | 606d | `2026-04-01T19:25:12Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `FaizanImran-blip` | [profile](https://github.com/FaizanImran-blip) | no | FIRST_TIME_CONTRIBUTOR | 393d | `2026-03-30T19:10:48Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `GitGlimpse895` | [profile](https://github.com/GitGlimpse895) | no | FIRST_TIME_CONTRIBUTOR | 5d | `2026-04-12T10:14:58Z` | 2 | 0 | weak | moderate | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
| `guoyangzhen` | [profile](https://github.com/guoyangzhen) | no | NONE | 2589d | `2026-03-20T13:03:54Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
| `haosenwang1018` | [profile](https://github.com/haosenwang1018) | no | NONE | 725d | `2026-02-26T00:58:35Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share |
| `he-yufeng` | [profile](https://github.com/he-yufeng) | no | CONTRIBUTOR | 2869d | `2026-03-14T18:33:53Z` | 2 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
| `hijingsong` | [profile](https://github.com/hijingsong) | no | FIRST_TIME_CONTRIBUTOR | 24d | `2026-04-11T16:23:48Z` | 2 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
| `kallewoof` | [profile](https://github.com/kallewoof) | no | CONTRIBUTOR | 5838d | `2026-03-24T23:50:07Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `KartikPawade` | [profile](https://github.com/KartikPawade) | no | CONTRIBUTOR | 1843d | `2026-03-06T18:49:59Z` | 2 | 0 | mixed | moderate | low | targets high-star repos |
| `Kash6` | [profile](https://github.com/Kash6) | no | CONTRIBUTOR | 2226d | `2026-04-01T18:07:49Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
| `KetanP1618` | [profile](https://github.com/KetanP1618) | no | FIRST_TIME_CONTRIBUTOR | 1632d | `2026-04-06T17:41:14Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
| `kmbhattt-aws` | [profile](https://github.com/kmbhattt-aws) | no | FIRST_TIME_CONTRIBUTOR | 37d | `2026-03-11T01:01:18Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
| `knQzx` | [profile](https://github.com/knQzx) | no | FIRST_TIME_CONTRIBUTOR | 1956d | `2026-03-28T16:37:49Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
| `Kokonico` | [profile](https://github.com/Kokonico) | no | NONE | 1566d | `2026-02-27T19:30:30Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `kushalkkb` | [profile](https://github.com/kushalkkb) | no | NONE | 1041d | `2026-03-06T17:24:10Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
| `leopold-tzafon` | [profile](https://github.com/leopold-tzafon) | no | CONTRIBUTOR | 451d | `2026-02-19T15:45:13Z` | 2 | 0 | strong | low | low | targets high-star repos |
| `mario-sanz` | [profile](https://github.com/mario-sanz) | no | CONTRIBUTOR | 2022d | `2026-02-24T13:54:30Z` | 2 | 0 | weak | low | low | targets high-star repos |
| `matdou` | [profile](https://github.com/matdou) | no | FIRST_TIME_CONTRIBUTOR | 1502d | `2026-03-26T23:00:35Z` | 2 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
| `maxsloef-goodfire` | [profile](https://github.com/maxsloef-goodfire) | no | CONTRIBUTOR | 315d | `2026-03-21T20:25:51Z` | 2 | 0 | mixed | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
| `MaybeSam05` | [profile](https://github.com/MaybeSam05) | no | FIRST_TIME_CONTRIBUTOR | 2114d | `2026-03-11T22:52:23Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
| `onwp` | [profile](https://github.com/onwp) | no | CONTRIBUTOR | 2575d | `2026-04-01T05:05:40Z` | 2 | 0 | mixed | high | low | broad repo spread; high open PR share; targets high-star repos |
| `osman-akkawi` | [profile](https://github.com/osman-akkawi) | no | NONE | 825d | `2026-03-27T17:04:14Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
| `philippguevorguian` | [profile](https://github.com/philippguevorguian) | no | NONE | 1996d | `2025-10-10T14:52:07Z` | 2 | 0 | mixed | low | low | — |
| `r266-tech` | [profile](https://github.com/r266-tech) | no | CONTRIBUTOR | 206d | `2026-03-22T17:28:57Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
| `rtrompier` | [profile](https://github.com/rtrompier) | no | MEMBER | 4939d | `2026-04-15T08:26:45Z` | 2 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share |
| `saslifat-gif` | [profile](https://github.com/saslifat-gif) | no | CONTRIBUTOR | 229d | `2026-04-02T14:08:15Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
| `sdharani91` | [profile](https://github.com/sdharani91) | no | FIRST_TIME_CONTRIBUTOR | 3365d | `2026-03-18T05:45:40Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3718d | `2026-03-19T10:22:40Z` | 2 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
| `sharziki` | [profile](https://github.com/sharziki) | no | CONTRIBUTOR | 1559d | `2026-04-11T02:31:44Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
| `thakoreh` | [profile](https://github.com/thakoreh) | no | NONE | 2947d | `2026-02-23T21:27:09Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
| `tonglei19961121` | [profile](https://github.com/tonglei19961121) | no | NONE | 2272d | `2026-02-27T11:44:01Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `tyler-romero` | [profile](https://github.com/tyler-romero) | no | CONTRIBUTOR | 3479d | `2026-02-10T18:34:03Z` | 2 | 0 | mixed | high | low | broad repo spread |
| `umbilnm` | [profile](https://github.com/umbilnm) | no | CONTRIBUTOR | 1637d | `2026-03-08T19:38:32Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `UsamaKenway` | [profile](https://github.com/UsamaKenway) | no | FIRST_TIME_CONTRIBUTOR | 2385d | `2026-04-07T18:39:33Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `wilnn` | [profile](https://github.com/wilnn) | no | CONTRIBUTOR | 1758d | `2026-03-10T22:37:36Z` | 2 | 0 | strong | low | low | targets high-star repos |
| `yunhaoli24` | [profile](https://github.com/yunhaoli24) | no | NONE | 2225d | `2026-03-12T04:46:19Z` | 2 | 0 | weak | moderate | low | targets high-star repos |
| `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3697d | `2025-08-10T08:43:09Z` | 24 | 0 | mixed | moderate | low | extremely high recent PR volume |
| `jp1924` | [profile](https://github.com/jp1924) | no | CONTRIBUTOR | 1633d | `2024-10-22T01:33:27Z` | 13 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `ydshieh2` | [profile](https://github.com/ydshieh2) | no | CONTRIBUTOR | 563d | `2025-06-12T08:51:40Z` | 6 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
| `molbap` | [profile](https://github.com/molbap) | no | MEMBER | 2873d | `2024-06-13T14:13:17Z` | 5 | 1 | strong | low | low | targets high-star repos |
| `mariam851` | [profile](https://github.com/mariam851) | no | CONTRIBUTOR | 1176d | `2026-02-15T08:51:26Z` | 5 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
| `JaredforReal` | [profile](https://github.com/JaredforReal) | no | CONTRIBUTOR | 977d | `2026-01-19T05:05:55Z` | 4 | 0 | strong | moderate | low | high recent PR volume |
| `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3339d | `2026-01-08T16:47:50Z` | 4 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `Aravind-11` | [profile](https://github.com/Aravind-11) | no | CONTRIBUTOR | 2804d | `2025-11-10T23:38:23Z` | 3 | 0 | mixed | moderate | low | — |
| `githubnemo` | [profile](https://github.com/githubnemo) | no | MEMBER | 5827d | `2026-01-26T11:34:05Z` | 3 | 0 | strong | moderate | low | targets high-star repos |
| `Olexandr88` | [profile](https://github.com/Olexandr88) | no | CONTRIBUTOR | 1622d | `2025-12-26T13:28:31Z` | 3 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
| `thisisiron` | [profile](https://github.com/thisisiron) | no | CONTRIBUTOR | 3447d | `2025-08-20T15:17:54Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `ethanknights` | [profile](https://github.com/ethanknights) | no | CONTRIBUTOR | 3057d | `2025-06-27T22:12:42Z` | 2 | 0 | strong | low | low | targets high-star repos |
| `jackcook` | [profile](https://github.com/jackcook) | no | CONTRIBUTOR | 4658d | `2026-02-13T05:15:44Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `khushali9` | [profile](https://github.com/khushali9) | no | CONTRIBUTOR | 4209d | `2025-11-26T16:41:09Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `lmaksym` | [profile](https://github.com/lmaksym) | no | FIRST_TIME_CONTRIBUTOR | 4113d | `2026-01-19T22:09:49Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
| `nuxlear` | [profile](https://github.com/nuxlear) | no | CONTRIBUTOR | 3757d | `2026-01-02T07:29:46Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `pragnyanramtha` | [profile](https://github.com/pragnyanramtha) | no | FIRST_TIME_CONTRIBUTOR | 448d | `2026-02-08T09:24:35Z` | 2 | 0 | mixed | moderate | low | — |
| `tysoncung` | [profile](https://github.com/tysoncung) | no | CONTRIBUTOR | 2698d | `2026-02-17T02:03:30Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
| `vasanthrpjan1-boop` | [profile](https://github.com/vasanthrpjan1-boop) | no | CONTRIBUTOR | 254d | `2026-02-08T14:25:35Z` | 2 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
| `veeceey` | [profile](https://github.com/veeceey) | no | NONE | 3056d | `2026-02-07T19:20:43Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
| `baonudesifeizhai` | [profile](https://github.com/baonudesifeizhai) | no | FIRST_TIME_CONTRIBUTOR | 1781d | `2026-02-10T01:32:32Z` | 1 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
| `bigshanedogg` | [profile](https://github.com/bigshanedogg) | no | FIRST_TIME_CONTRIBUTOR | 3673d | `2026-03-23T19:34:30Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
| `ouroborosscr` | [profile](https://github.com/ouroborosscr) | no | FIRST_TIMER | 1967d | `2026-03-21T15:38:54Z` | 1 | 2 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `abhijeet-dhumal` | [profile](https://github.com/abhijeet-dhumal) | no | CONTRIBUTOR | 1789d | `2026-03-06T07:07:19Z` | 1 | 1 | mixed | high | low | high recent PR volume; broad repo spread; no visible non-self stars |
| `ainergiz` | [profile](https://github.com/ainergiz) | no | CONTRIBUTOR | 877d | `2026-02-21T20:56:04Z` | 1 | 1 | strong | low | low | targets high-star repos |
| `ambroiseodt` | [profile](https://github.com/ambroiseodt) | no | CONTRIBUTOR | 2181d | `2026-04-14T13:45:51Z` | 1 | 1 | strong | low | low | targets high-star repos |
| `Anakintano` | [profile](https://github.com/Anakintano) | no | FIRST_TIME_CONTRIBUTOR | 1146d | `2026-03-09T07:54:58Z` | 1 | 1 | mixed | moderate | low | — |
| `andylizf` | [profile](https://github.com/andylizf) | no | FIRST_TIME_CONTRIBUTOR | 3277d | `2026-03-24T04:53:11Z` | 1 | 1 | strong | moderate | low | targets high-star repos |
| `BSchilperoort` | [profile](https://github.com/BSchilperoort) | no | NONE | 4010d | `2026-03-18T11:08:09Z` | 1 | 1 | strong | low | low | — |
| `Butanium` | [profile](https://github.com/Butanium) | no | CONTRIBUTOR | 2396d | `2026-03-25T01:39:23Z` | 1 | 1 | mixed | high | low | high recent PR volume; broad repo spread |
| `caiovicentino` | [profile](https://github.com/caiovicentino) | no | NONE | 470d | `2026-04-03T01:52:14Z` | 1 | 1 | weak | low | low | — |
| `cjkindel` | [profile](https://github.com/cjkindel) | no | NONE | 4189d | `2026-03-24T21:01:11Z` | 1 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread |
| `danielquintas8` | [profile](https://github.com/danielquintas8) | no | CONTRIBUTOR | 2020d | `2026-03-30T16:23:11Z` | 1 | 1 | mixed | low | low | high open PR share; targets high-star repos |
| `davevanveen` | [profile](https://github.com/davevanveen) | no | FIRST_TIME_CONTRIBUTOR | 3357d | `2026-04-17T20:59:54Z` | 1 | 1 | mixed | low | low | high open PR share |
| `DogWala` | [profile](https://github.com/DogWala) | no | FIRST_TIME_CONTRIBUTOR | 1331d | `2026-03-12T15:47:16Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `florian6973` | [profile](https://github.com/florian6973) | no | CONTRIBUTOR | 2050d | `2026-04-07T23:31:43Z` | 1 | 1 | strong | low | low | targets high-star repos |
| `Fr0do` | [profile](https://github.com/Fr0do) | no | CONTRIBUTOR | 3916d | `2026-03-27T19:19:16Z` | 1 | 1 | mixed | low | low | — |
| `gh-wf` | [profile](https://github.com/gh-wf) | no | NONE | 1335d | `2026-03-19T15:13:12Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `HallerPatrick` | [profile](https://github.com/HallerPatrick) | no | CONTRIBUTOR | 3474d | `2026-03-31T14:44:05Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `HanFa` | [profile](https://github.com/HanFa) | no | CONTRIBUTOR | 3537d | `2026-03-29T04:06:21Z` | 1 | 1 | mixed | low | low | targets high-star repos |
| `inisis` | [profile](https://github.com/inisis) | no | CONTRIBUTOR | 2670d | `2026-03-24T02:42:32Z` | 1 | 1 | strong | low | low | — |
| `IvanFan-Van` | [profile](https://github.com/IvanFan-Van) | no | FIRST_TIME_CONTRIBUTOR | 1546d | `2026-03-20T04:29:57Z` | 1 | 1 | strong | low | low | — |
| `jesperschlegel` | [profile](https://github.com/jesperschlegel) | no | FIRST_TIME_CONTRIBUTOR | 3705d | `2026-04-07T17:51:38Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `jmriosal` | [profile](https://github.com/jmriosal) | no | FIRST_TIMER | 358d | `2026-02-22T20:14:10Z` | 1 | 1 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
| `josh-kean` | [profile](https://github.com/josh-kean) | no | FIRST_TIME_CONTRIBUTOR | 2847d | `2026-03-22T17:57:33Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `lhallee` | [profile](https://github.com/lhallee) | no | CONTRIBUTOR | 2010d | `2026-02-19T21:33:16Z` | 1 | 1 | strong | moderate | low | — |
| `linfeng-du` | [profile](https://github.com/linfeng-du) | no | CONTRIBUTOR | 3031d | `2026-02-27T02:57:03Z` | 1 | 1 | strong | low | low | targets high-star repos |
| `m-matthias` | [profile](https://github.com/m-matthias) | no | CONTRIBUTOR | 3768d | `2026-03-19T12:56:22Z` | 1 | 1 | strong | low | low | no visible non-self stars; targets high-star repos |
| `mango766` | [profile](https://github.com/mango766) | no | CONTRIBUTOR | 1772d | `2026-03-16T04:08:09Z` | 1 | 1 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
| `masoudpz` | [profile](https://github.com/masoudpz) | no | FIRST_TIME_CONTRIBUTOR | 4678d | `2026-04-02T00:31:07Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `medhakimbedhief` | [profile](https://github.com/medhakimbedhief) | no | CONTRIBUTOR | 2241d | `2026-03-03T03:19:25Z` | 1 | 1 | strong | low | low | targets high-star repos |
| `michalrzak` | [profile](https://github.com/michalrzak) | no | FIRST_TIME_CONTRIBUTOR | 2142d | `2026-03-11T16:42:30Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `ntenenz` | [profile](https://github.com/ntenenz) | no | CONTRIBUTOR | 4267d | `2026-03-13T20:09:58Z` | 1 | 1 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `rabbierabbie` | [profile](https://github.com/rabbierabbie) | no | NONE | 778d | `2026-03-10T14:40:08Z` | 1 | 1 | mixed | moderate | low | — |
| `Regata3010` | [profile](https://github.com/Regata3010) | no | CONTRIBUTOR | 1431d | `2026-04-08T04:07:37Z` | 1 | 1 | strong | low | low | no visible non-self stars; targets high-star repos |
| `rpathade` | [profile](https://github.com/rpathade) | no | FIRST_TIME_CONTRIBUTOR | 2005d | `2026-03-29T22:46:13Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
| `ShahVandit` | [profile](https://github.com/ShahVandit) | no | FIRST_TIME_CONTRIBUTOR | 1886d | `2026-02-02T02:33:32Z` | 1 | 1 | mixed | low | low | no visible non-self stars |
| `stuckvgn` | [profile](https://github.com/stuckvgn) | no | NONE | 1146d | `2026-02-25T14:03:32Z` | 1 | 1 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
| `syncdoth` | [profile](https://github.com/syncdoth) | no | FIRST_TIME_CONTRIBUTOR | 2690d | `2026-03-21T06:05:36Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `Tokarak` | [profile](https://github.com/Tokarak) | no | FIRST_TIME_CONTRIBUTOR | 2200d | `2026-04-19T17:22:36Z` | 1 | 1 | weak | low | low | high open PR share |
| `zhulinchng` | [profile](https://github.com/zhulinchng) | no | CONTRIBUTOR | 3429d | `2026-03-19T01:40:58Z` | 1 | 1 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `ZSLsherly` | [profile](https://github.com/ZSLsherly) | no | FIRST_TIMER | 975d | `2026-04-15T03:09:38Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `zzc0430` | [profile](https://github.com/zzc0430) | no | NONE | 2338d | `2026-02-27T10:52:57Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `04cb` | [profile](https://github.com/04cb) | no | NONE | 1334d | `2026-03-07T05:36:25Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
| `0xDELUXA` | [profile](https://github.com/0xDELUXA) | no | CONTRIBUTOR | 341d | `2026-03-06T18:03:49Z` | 1 | 0 | mixed | high | low | young account; high recent PR volume; broad repo spread |
| `aarushisingh04` | [profile](https://github.com/aarushisingh04) | no | CONTRIBUTOR | 1351d | `2026-03-27T18:26:03Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share |
| `aashay-sarvam` | [profile](https://github.com/aashay-sarvam) | no | FIRST_TIME_CONTRIBUTOR | 883d | `2026-03-10T11:55:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `aashirpersonal` | [profile](https://github.com/aashirpersonal) | no | NONE | 957d | `2026-03-15T16:52:03Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
| `Aatman09` | [profile](https://github.com/Aatman09) | no | FIRST_TIME_CONTRIBUTOR | 903d | `2026-02-14T03:19:57Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `aayushbaluni` | [profile](https://github.com/aayushbaluni) | no | NONE | 1999d | `2026-03-17T17:20:35Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
| `abidlabs` | [profile](https://github.com/abidlabs) | no | MEMBER | 5075d | `2026-04-08T22:36:08Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
| `adil-a` | [profile](https://github.com/adil-a) | no | CONTRIBUTOR | 2637d | `2026-02-26T17:57:16Z` | 1 | 0 | strong | low | low | high recent PR volume |
| `agentspan` | [profile](https://github.com/agentspan) | no | NONE | 15d | `2026-04-08T08:40:08Z` | 1 | 0 | weak | low | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
| `ai-man-codes` | [profile](https://github.com/ai-man-codes) | no | FIRST_TIME_CONTRIBUTOR | 560d | `2026-03-20T17:48:23Z` | 1 | 0 | mixed | moderate | low | targets high-star repos |
| `ajmeese7` | [profile](https://github.com/ajmeese7) | no | NONE | 3686d | `2026-03-15T19:56:44Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share |
| `AkshajKashyap` | [profile](https://github.com/AkshajKashyap) | no | FIRST_TIME_CONTRIBUTOR | 873d | `2026-03-25T00:11:43Z` | 1 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `Akshay404error` | [profile](https://github.com/Akshay404error) | no | FIRST_TIMER | 592d | `2026-03-27T08:33:01Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `alexandercarruthers` | [profile](https://github.com/alexandercarruthers) | no | CONTRIBUTOR | 2601d | `2026-02-22T18:02:43Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
| `alexmalyshev` | [profile](https://github.com/alexmalyshev) | no | CONTRIBUTOR | 5538d | `2026-02-20T04:47:07Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `alvarobartt` | [profile](https://github.com/alvarobartt) | no | MEMBER | 2975d | `2026-02-23T15:25:47Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
| `andrewor14` | [profile](https://github.com/andrewor14) | no | CONTRIBUTOR | 4996d | `2026-04-08T15:42:16Z` | 1 | 0 | strong | moderate | low | — |
| `anshuS1310` | [profile](https://github.com/anshuS1310) | no | CONTRIBUTOR | 149d | `2026-03-21T09:59:07Z` | 1 | 0 | mixed | low | low | young account; no visible non-self stars |
| `ansley` | [profile](https://github.com/ansley) | no | NONE | 2296d | `2026-04-09T14:31:40Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `anuq` | [profile](https://github.com/anuq) | no | NONE | 3280d | `2026-03-14T19:21:21Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
| `avarga1` | [profile](https://github.com/avarga1) | no | NONE | 2176d | `2026-04-07T02:22:26Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
| `avasis-ai` | [profile](https://github.com/avasis-ai) | no | FIRST_TIME_CONTRIBUTOR | 30d | `2026-04-18T21:48:22Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share |
| `aws-zhanxun` | [profile](https://github.com/aws-zhanxun) | no | CONTRIBUTOR | 1730d | `2026-03-30T07:06:19Z` | 1 | 0 | strong | low | low | targets high-star repos |
| `balak4` | [profile](https://github.com/balak4) | no | CONTRIBUTOR | 2770d | `2026-02-25T01:40:57Z` | 1 | 0 | strong | moderate | low | — |
| `balgaly` | [profile](https://github.com/balgaly) | no | NONE | 3775d | `2026-04-05T15:38:58Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs |
| `balvisio` | [profile](https://github.com/balvisio) | no | CONTRIBUTOR | 5039d | `2026-02-19T02:58:50Z` | 1 | 0 | mixed | moderate | low | — |
| `bensons` | [profile](https://github.com/bensons) | no | FIRST_TIME_CONTRIBUTOR | 5188d | `2026-03-17T04:59:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `black-yt` | [profile](https://github.com/black-yt) | no | NONE | 1826d | `2026-03-10T01:52:18Z` | 1 | 0 | weak | low | low | — |
| `Brianzhengca` | [profile](https://github.com/Brianzhengca) | no | NONE | 3170d | `2026-04-11T21:41:32Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `carcel-yu` | [profile](https://github.com/carcel-yu) | no | CONTRIBUTOR | 2067d | `2026-03-02T05:34:49Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `chandan11248` | [profile](https://github.com/chandan11248) | no | FIRST_TIME_CONTRIBUTOR | 728d | `2026-03-15T15:23:33Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `cloudyun888` | [profile](https://github.com/cloudyun888) | no | NONE | 45d | `2026-04-15T13:18:36Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
| `code-runner77` | [profile](https://github.com/code-runner77) | no | FIRST_TIMER | 194d | `2026-03-29T17:28:59Z` | 1 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
| `cogniera` | [profile](https://github.com/cogniera) | no | FIRST_TIME_CONTRIBUTOR | 224d | `2026-02-17T22:29:44Z` | 1 | 0 | strong | moderate | low | young account |
| `CyrilSterling` | [profile](https://github.com/CyrilSterling) | no | FIRST_TIME_CONTRIBUTOR | 2828d | `2026-03-13T13:02:26Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
| `DavidSolanas` | [profile](https://github.com/DavidSolanas) | no | FIRST_TIME_CONTRIBUTOR | 2757d | `2026-04-15T08:44:00Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
| `Defalt-Meh` | [profile](https://github.com/Defalt-Meh) | no | FIRST_TIME_CONTRIBUTOR | 662d | `2026-03-15T23:26:31Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
| `Desel72` | [profile](https://github.com/Desel72) | no | NONE | 4470d | `2026-03-11T13:03:19Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
| `Dippp10` | [profile](https://github.com/Dippp10) | no | FIRST_TIME_CONTRIBUTOR | ?d | `2026-04-11T14:17:32Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
| `divyanks` | [profile](https://github.com/divyanks) | no | NONE | 4327d | `2026-03-17T16:51:46Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `douglas-reid` | [profile](https://github.com/douglas-reid) | no | CONTRIBUTOR | 3526d | `2026-04-02T19:05:35Z` | 1 | 0 | mixed | low | low | targets high-star repos |
| `echarlaix` | [profile](https://github.com/echarlaix) | no | MEMBER | 1863d | `2026-03-09T18:15:17Z` | 1 | 0 | mixed | moderate | low | — |
| `EhteshamSid` | [profile](https://github.com/EhteshamSid) | no | NONE | 1668d | `2026-04-07T18:40:05Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars |
| `ENg-122` | [profile](https://github.com/ENg-122) | no | NONE | 1764d | `2026-04-03T09:08:28Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
| `frogNotToad` | [profile](https://github.com/frogNotToad) | no | CONTRIBUTOR | 588d | `2026-03-06T16:58:14Z` | 1 | 0 | mixed | low | low | — |
| `gagandhakrey` | [profile](https://github.com/gagandhakrey) | no | NONE | 2285d | `2026-04-05T03:45:23Z` | 1 | 0 | weak | high | low | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
| `giulio-leone` | [profile](https://github.com/giulio-leone) | no | NONE | 4423d | `2026-02-28T06:22:19Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
| `gowthamr-tech` | [profile](https://github.com/gowthamr-tech) | no | CONTRIBUTOR | 342d | `2026-02-16T15:00:00Z` | 1 | 0 | strong | low | low | young account; no visible non-self stars |
| `GS-GOAT` | [profile](https://github.com/GS-GOAT) | no | NONE | 1748d | `2026-02-21T13:45:15Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
| `hangjun-ezra` | [profile](https://github.com/hangjun-ezra) | no | CONTRIBUTOR | 652d | `2026-02-25T03:52:04Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
| `hanouticelina` | [profile](https://github.com/hanouticelina) | no | MEMBER | 2974d | `2026-04-10T11:59:37Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
| `hardikmeisheri` | [profile](https://github.com/hardikmeisheri) | no | FIRST_TIMER | 3948d | `2026-02-28T16:49:27Z` | 1 | 0 | strong | low | low | targets high-star repos |
| `HelloAnner` | [profile](https://github.com/HelloAnner) | no | NONE | 1658d | `2026-04-11T06:22:52Z` | 1 | 0 | mixed | low | low | — |
| `HemanthSai7` | [profile](https://github.com/HemanthSai7) | no | FIRST_TIME_CONTRIBUTOR | 2007d | `2026-03-29T20:35:56Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `hemantmm` | [profile](https://github.com/hemantmm) | no | NONE | 1646d | `2026-03-23T16:29:46Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
| `heycorgi` | [profile](https://github.com/heycorgi) | no | NONE | 1515d | `2026-03-23T15:33:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
| `himani27301` | [profile](https://github.com/himani27301) | no | FIRST_TIME_CONTRIBUTOR | 108d | `2026-03-09T15:46:14Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
| `hongping-zh` | [profile](https://github.com/hongping-zh) | no | FIRST_TIME_CONTRIBUTOR | 1071d | `2026-03-03T04:42:57Z` | 1 | 0 | weak | moderate | low | high open PR share |
| `Hyungkeun-Park-Nota` | [profile](https://github.com/Hyungkeun-Park-Nota) | no | CONTRIBUTOR | 421d | `2026-03-25T01:19:59Z` | 1 | 0 | mixed | low | low | — |
| `iamaber` | [profile](https://github.com/iamaber) | no | NONE | 2044d | `2026-02-28T14:24:32Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `IgnazioDS` | [profile](https://github.com/IgnazioDS) | no | NONE | 1078d | `2026-03-30T19:13:52Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
| `imstevenpmwork` | [profile](https://github.com/imstevenpmwork) | no | MEMBER | 2320d | `2026-02-26T20:09:20Z` | 1 | 0 | mixed | low | low | high recent PR volume; targets high-star repos |
| `jagwar` | [profile](https://github.com/jagwar) | no | MEMBER | 3691d | `2026-04-07T21:35:38Z` | 1 | 0 | strong | low | low | targets high-star repos |
| `Jaredw2289-svg` | [profile](https://github.com/Jaredw2289-svg) | no | NONE | ?d | `2026-03-04T06:03:56Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
| `JasonCZMeng` | [profile](https://github.com/JasonCZMeng) | no | NONE | 3598d | `2026-03-07T18:33:40Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
| `jblox26` | [profile](https://github.com/jblox26) | no | NONE | 75d | `2026-03-05T14:50:06Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; targets high-star repos |
| `Jess-Co-Del` | [profile](https://github.com/Jess-Co-Del) | no | FIRST_TIME_CONTRIBUTOR | 2201d | `2026-03-23T17:02:50Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `jIab-b` | [profile](https://github.com/jIab-b) | no | FIRST_TIME_CONTRIBUTOR | 580d | `2026-04-07T09:11:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `JiauZhang` | [profile](https://github.com/JiauZhang) | no | CONTRIBUTOR | 2918d | `2026-04-15T14:00:11Z` | 1 | 0 | strong | low | low | targets high-star repos |
| `JiwaniZakir` | [profile](https://github.com/JiwaniZakir) | no | CONTRIBUTOR | 1386d | `2026-03-17T05:11:16Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
| `joaquinhuigomez` | [profile](https://github.com/joaquinhuigomez) | no | NONE | 1082d | `2026-03-28T12:13:57Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
| `JokeYoonic` | [profile](https://github.com/JokeYoonic) | no | FIRST_TIME_CONTRIBUTOR | 770d | `2026-03-13T16:28:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `JonoLF` | [profile](https://github.com/JonoLF) | no | FIRST_TIME_CONTRIBUTOR | 1365d | `2026-02-23T15:09:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `JonusClapshaw` | [profile](https://github.com/JonusClapshaw) | no | NONE | 2428d | `2026-02-24T22:09:56Z` | 1 | 0 | weak | high | medium | broad repo spread; high open PR share; no visible non-self stars |
| `joshuaswanson` | [profile](https://github.com/joshuaswanson) | no | FIRST_TIME_CONTRIBUTOR | 3496d | `2026-03-12T23:47:11Z` | 1 | 0 | weak | very high | low | high recent PR volume; very broad repo spread |
| `JoursBleu` | [profile](https://github.com/JoursBleu) | no | CONTRIBUTOR | 3493d | `2026-03-08T09:57:38Z` | 1 | 0 | mixed | moderate | low | targets high-star repos |
| `juliabush` | [profile](https://github.com/juliabush) | no | NONE | 526d | `2026-04-07T21:37:00Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `Kabir08` | [profile](https://github.com/Kabir08) | no | FIRST_TIME_CONTRIBUTOR | 2216d | `2026-04-19T08:27:15Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
| `kamalrajkannan78` | [profile](https://github.com/kamalrajkannan78) | no | CONTRIBUTOR | 814d | `2026-04-07T05:24:43Z` | 1 | 0 | strong | moderate | low | high recent PR volume; no visible non-self stars |
| `kathrynle20` | [profile](https://github.com/kathrynle20) | no | CONTRIBUTOR | 2324d | `2026-02-25T22:15:15Z` | 1 | 0 | strong | low | low | — |
| `Ker102` | [profile](https://github.com/Ker102) | no | NONE | 211d | `2026-03-13T13:13:58Z` | 1 | 0 | mixed | moderate | low | young account; high recent PR volume |
| `kevinmalana` | [profile](https://github.com/kevinmalana) | no | NONE | 2248d | `2026-04-16T10:03:07Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
| `kulkarni-rohan` | [profile](https://github.com/kulkarni-rohan) | no | FIRST_TIME_CONTRIBUTOR | 3161d | `2026-03-14T20:01:00Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `layla1824` | [profile](https://github.com/layla1824) | no | FIRST_TIMER | 2241d | `2026-03-26T16:48:53Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
| `leaderofARS` | [profile](https://github.com/leaderofARS) | no | CONTRIBUTOR | 610d | `2026-03-01T07:34:43Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
| `liding-nv` | [profile](https://github.com/liding-nv) | no | CONTRIBUTOR | 227d | `2026-03-02T13:22:21Z` | 1 | 0 | mixed | low | low | young account; no visible non-self stars |
| `likejazz` | [profile](https://github.com/likejazz) | no | CONTRIBUTOR | 5243d | `2026-02-26T14:30:24Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `louzongzhi` | [profile](https://github.com/louzongzhi) | no | FIRST_TIME_CONTRIBUTOR | 1325d | `2026-04-14T05:14:08Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
| `lowzhao` | [profile](https://github.com/lowzhao) | no | CONTRIBUTOR | 3244d | `2026-04-06T08:41:40Z` | 1 | 0 | strong | low | low | targets high-star repos |
| `LucasMa2025` | [profile](https://github.com/LucasMa2025) | no | FIRST_TIMER | 79d | `2026-03-14T17:13:34Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
| `lucianommartins` | [profile](https://github.com/lucianommartins) | no | CONTRIBUTOR | 3503d | `2026-04-05T22:07:53Z` | 1 | 0 | weak | low | low | no visible non-self stars; targets high-star repos |
| `lvliang-intel` | [profile](https://github.com/lvliang-intel) | no | FIRST_TIME_CONTRIBUTOR | 1455d | `2026-04-17T14:12:41Z` | 1 | 0 | mixed | low | low | — |
| `maanas1234` | [profile](https://github.com/maanas1234) | no | CONTRIBUTOR | 584d | `2026-03-31T17:31:37Z` | 1 | 0 | strong | low | low | targets high-star repos |
| `madhav1k` | [profile](https://github.com/madhav1k) | no | FIRST_TIME_CONTRIBUTOR | 2059d | `2026-04-06T17:47:07Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `marvinzh` | [profile](https://github.com/marvinzh) | no | CONTRIBUTOR | 4429d | `2026-04-07T06:49:34Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
| `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-11-10T16:50:33Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
| `milesial` | [profile](https://github.com/milesial) | no | CONTRIBUTOR | 3196d | `2026-03-31T01:59:28Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
| `mitre88` | [profile](https://github.com/mitre88) | no | CONTRIBUTOR | 3202d | `2026-03-04T00:42:43Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
| `mobicham` | [profile](https://github.com/mobicham) | no | CONTRIBUTOR | 2961d | `2026-03-18T20:18:41Z` | 1 | 0 | strong | moderate | low | — |
| `mohamad-tohidi` | [profile](https://github.com/mohamad-tohidi) | no | NONE | 1013d | `2026-04-11T10:00:07Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `mohdfaour03` | [profile](https://github.com/mohdfaour03) | no | FIRST_TIME_CONTRIBUTOR | 1152d | `2026-04-08T13:38:46Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `moktamd` | [profile](https://github.com/moktamd) | no | NONE | 1374d | `2026-03-11T10:32:26Z` | 1 | 0 | mixed | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
| `mrutkows` | [profile](https://github.com/mrutkows) | no | FIRST_TIME_CONTRIBUTOR | 4332d | `2026-04-09T17:46:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `MukundaKatta` | [profile](https://github.com/MukundaKatta) | no | NONE | 1527d | `2026-04-15T08:33:29Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
| `n0kovo` | [profile](https://github.com/n0kovo) | no | FIRST_TIME_CONTRIBUTOR | 3746d | `2026-02-28T00:24:32Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `N3u0ns` | [profile](https://github.com/N3u0ns) | no | NONE | 2362d | `2026-03-01T13:53:58Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
| `NabilMch` | [profile](https://github.com/NabilMch) | no | NONE | 2338d | `2026-02-28T15:11:37Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `nakigami` | [profile](https://github.com/nakigami) | no | NONE | 2960d | `2026-03-08T01:30:39Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
| `NathanHB` | [profile](https://github.com/NathanHB) | no | MEMBER | 3182d | `2026-03-27T13:02:59Z` | 1 | 0 | strong | moderate | low | — |
| `neo` | [profile](https://github.com/neo) | no | CONTRIBUTOR | 4212d | `2026-03-12T19:59:28Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
| `NicoleRobin` | [profile](https://github.com/NicoleRobin) | no | NONE | 4096d | `2026-03-21T03:25:56Z` | 1 | 0 | strong | low | low | targets high-star repos |
| `nikste` | [profile](https://github.com/nikste) | no | NONE | 4017d | `2026-02-22T23:40:56Z` | 1 | 0 | strong | low | low | high recent PR volume |
| `omyaaa1` | [profile](https://github.com/omyaaa1) | no | NONE | 519d | `2026-03-19T04:48:58Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `orbisai0security` | [profile](https://github.com/orbisai0security) | no | NONE | 160d | `2026-03-30T15:02:06Z` | 1 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
| `overcastbulb` | [profile](https://github.com/overcastbulb) | no | NONE | 1530d | `2026-02-27T14:37:19Z` | 1 | 0 | mixed | moderate | low | many recent closed-unmerged PRs |
| `owwll` | [profile](https://github.com/owwll) | no | NONE | 636d | `2026-04-10T21:13:32Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `partacc` | [profile](https://github.com/partacc) | no | NONE | 282d | `2026-04-07T20:07:02Z` | 1 | 0 | n/a | low | low | young account; no visible non-self stars |
| `parthchopra07` | [profile](https://github.com/parthchopra07) | no | FIRST_TIMER | 1545d | `2026-02-22T18:32:16Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
| `pdufour` | [profile](https://github.com/pdufour) | no | FIRST_TIME_CONTRIBUTOR | 5247d | `2026-04-04T00:15:04Z` | 1 | 0 | weak | moderate | low | high open PR share |
| `pnehete23` | [profile](https://github.com/pnehete23) | no | NONE | 867d | `2026-03-26T08:52:10Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
| `popotest` | [profile](https://github.com/popotest) | no | NONE | 78d | `2026-03-26T15:33:19Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
| `prakhar-agarwal` | [profile](https://github.com/prakhar-agarwal) | no | FIRST_TIME_CONTRIBUTOR | 4776d | `2026-03-22T05:20:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `pramilajangid` | [profile](https://github.com/pramilajangid) | no | NONE | 3043d | `2026-03-24T09:57:20Z` | 1 | 0 | mixed | moderate | low | — |
| `pranay-3108` | [profile](https://github.com/pranay-3108) | no | NONE | 350d | `2026-03-11T05:13:57Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
| `rain-1` | [profile](https://github.com/rain-1) | no | FIRST_TIME_CONTRIBUTOR | 3706d | `2026-03-10T07:09:07Z` | 1 | 0 | weak | low | low | high open PR share |
| `RicardoLee510520` | [profile](https://github.com/RicardoLee510520) | no | FIRST_TIMER | 168d | `2026-03-19T06:30:53Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
| `RishabhMehra` | [profile](https://github.com/RishabhMehra) | no | FIRST_TIMER | 3359d | `2026-02-25T12:49:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `Rohang2005` | [profile](https://github.com/Rohang2005) | no | NONE | 817d | `2026-03-04T08:13:38Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
| `roycho96` | [profile](https://github.com/roycho96) | no | FIRST_TIME_CONTRIBUTOR | 2160d | `2026-03-20T15:08:32Z` | 1 | 0 | mixed | moderate | low | high open PR share |
| `rsmed31` | [profile](https://github.com/rsmed31) | no | NONE | 1321d | `2026-03-14T23:57:14Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `ruben-aghayan` | [profile](https://github.com/ruben-aghayan) | no | FIRST_TIME_CONTRIBUTOR | 3216d | `2026-04-13T03:57:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `Ryan-J-MAX` | [profile](https://github.com/Ryan-J-MAX) | no | NONE | 1876d | `2026-02-24T10:48:54Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
| `ryota-komatsu` | [profile](https://github.com/ryota-komatsu) | no | CONTRIBUTOR | 1796d | `2026-04-06T18:01:42Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
| `sachinkumarsingh092` | [profile](https://github.com/sachinkumarsingh092) | no | FIRST_TIME_CONTRIBUTOR | 3282d | `2026-03-30T18:54:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `sahildando` | [profile](https://github.com/sahildando) | no | NONE | 1241d | `2026-04-07T21:12:29Z` | 1 | 0 | mixed | high | medium | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
| `sahilleth` | [profile](https://github.com/sahilleth) | no | NONE | 58d | `2026-03-19T05:50:29Z` | 1 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars |
| `sahilmaniyar888` | [profile](https://github.com/sahilmaniyar888) | no | NONE | 826d | `2026-03-02T11:40:49Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `SamArun28` | [profile](https://github.com/SamArun28) | no | NONE | 37d | `2026-03-10T09:38:29Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
| `samuelleecong` | [profile](https://github.com/samuelleecong) | no | FIRST_TIME_CONTRIBUTOR | 2187d | `2026-02-19T16:31:44Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `sandesh-bhandari-dev` | [profile](https://github.com/sandesh-bhandari-dev) | no | NONE | 51d | `2026-03-05T01:40:47Z` | 1 | 0 | weak | moderate | medium | very new account; many recent closed-unmerged PRs; targets high-star repos |
| `shaealh` | [profile](https://github.com/shaealh) | no | FIRST_TIME_CONTRIBUTOR | 70d | `2026-03-13T05:05:01Z` | 1 | 0 | mixed | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
| `shhKnight30` | [profile](https://github.com/shhKnight30) | no | CONTRIBUTOR | 931d | `2026-04-04T10:29:57Z` | 1 | 0 | strong | low | low | targets high-star repos |
| `Shikhar-S` | [profile](https://github.com/Shikhar-S) | no | FIRST_TIME_CONTRIBUTOR | 3763d | `2026-04-10T04:26:05Z` | 1 | 0 | weak | low | low | high open PR share |
| `somAzzz` | [profile](https://github.com/somAzzz) | no | FIRST_TIMER | 3172d | `2026-02-25T22:43:41Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `songyuc` | [profile](https://github.com/songyuc) | no | NONE | 3292d | `2026-04-12T12:53:49Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
| `Spectual` | [profile](https://github.com/Spectual) | no | FIRST_TIME_CONTRIBUTOR | 1537d | `2026-04-16T06:54:56Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
| `stargazerwh` | [profile](https://github.com/stargazerwh) | no | NONE | 2935d | `2026-02-21T14:34:30Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `Talhax55z` | [profile](https://github.com/Talhax55z) | no | NONE | 79d | `2026-04-03T16:36:25Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars |
| `tejasae-afk` | [profile](https://github.com/tejasae-afk) | no | NONE | 408d | `2026-03-13T21:22:07Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
| `tianhaocui` | [profile](https://github.com/tianhaocui) | no | FIRST_TIME_CONTRIBUTOR | 2442d | `2026-04-19T10:27:36Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
| `TinderZ` | [profile](https://github.com/TinderZ) | no | CONTRIBUTOR | 750d | `2026-02-19T02:35:08Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
| `VanshikaSohal` | [profile](https://github.com/VanshikaSohal) | no | CONTRIBUTOR | 564d | `2026-03-22T18:45:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
| `vimal-crypto` | [profile](https://github.com/vimal-crypto) | no | FIRST_TIME_CONTRIBUTOR | 981d | `2026-03-11T12:37:46Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `vishalpatil-45` | [profile](https://github.com/vishalpatil-45) | no | NONE | 430d | `2026-02-25T08:27:32Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
| `vivekvar-dl` | [profile](https://github.com/vivekvar-dl) | no | NONE | 2072d | `2026-03-21T03:12:37Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
| `vxa8502` | [profile](https://github.com/vxa8502) | no | NONE | 431d | `2026-03-13T22:49:59Z` | 1 | 0 | weak | low | low | targets high-star repos |
| `w601sxs` | [profile](https://github.com/w601sxs) | no | FIRST_TIME_CONTRIBUTOR | 4837d | `2026-04-01T15:02:15Z` | 1 | 0 | mixed | low | low | — |
| `XingyuHu109` | [profile](https://github.com/XingyuHu109) | no | NONE | 1517d | `2026-03-05T21:14:38Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `xr843` | [profile](https://github.com/xr843) | no | NONE | 1032d | `2026-03-18T23:53:54Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
| `xu-song` | [profile](https://github.com/xu-song) | no | CONTRIBUTOR | 3895d | `2026-04-01T14:50:33Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `yacinemebarki` | [profile](https://github.com/yacinemebarki) | no | CONTRIBUTOR | 482d | `2026-03-30T21:18:47Z` | 1 | 0 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
| `Yanis01682` | [profile](https://github.com/Yanis01682) | no | FIRST_TIME_CONTRIBUTOR | 606d | `2026-04-14T01:47:54Z` | 1 | 0 | strong | low | low | — |
| `yoginlangalia` | [profile](https://github.com/yoginlangalia) | no | NONE | 225d | `2026-02-27T06:40:02Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
| `yushiran` | [profile](https://github.com/yushiran) | no | CONTRIBUTOR | 1873d | `2026-02-23T19:50:05Z` | 1 | 0 | mixed | moderate | low | — |
| `zendy199x` | [profile](https://github.com/zendy199x) | no | NONE | 2543d | `2026-03-29T15:50:04Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
| `zFlux` | [profile](https://github.com/zFlux) | no | FIRST_TIME_CONTRIBUTOR | 4241d | `2026-04-12T03:38:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
| `zozo123` | [profile](https://github.com/zozo123) | no | NONE | 5577d | `2026-04-05T19:00:26Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
| `zvik` | [profile](https://github.com/zvik) | no | FIRST_TIMER | 4383d | `2026-03-03T07:50:39Z` | 1 | 0 | n/a | low | low | no visible non-self stars |

## Contributors

### `Cyrilvallez`

- profile: [github.com/Cyrilvallez](https://github.com/Cyrilvallez)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
- repo first seen: `2025-03-19T10:58:02Z`
- repo last seen: `2026-04-17T10:41:27Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **75**
- snapshot authored PRs/issues: **75 PRs / 0 issues**
- snapshot discussion activity: **197 comments / 273 reviews / 432 review comments**
- account age: **2036 days**
- recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
- public orgs: `huggingface`
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **high recent PR volume; targets high-star repos**

Example artifacts:
- [PR #45489: Align gemma3n cache sharing to gemma4](https://github.com/huggingface/transformers/pull/45489) — open
- [PR #45448: [loading] Clean way to add/remove full parts in checkpoint names](https://github.com/huggingface/transformers/pull/45448) — open
- [PR #45358: Fix vlm weight mappings](https://github.com/huggingface/transformers/pull/45358) — closed, merged

### `tarekziade`

- profile: [github.com/tarekziade](https://github.com/tarekziade)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
- repo first seen: `2026-01-21T16:52:29Z`
- repo last seen: `2026-04-16T12:01:49Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **80**
- snapshot authored PRs/issues: **74 PRs / 6 issues**
- snapshot discussion activity: **138 comments / 156 reviews / 147 review comments**
- account age: **5839 days**
- recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
- public orgs: `AFPy`, `faitmain`, `circus-tent`
- compact scores: follow-through **strong**, breadth **high**, automation risk **low**
- heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**

Example artifacts:
- [PR #45475: chore(qa): split out mlinter](https://github.com/huggingface/transformers/pull/45475) — open
- [PR #45462: chore(sec): added a handful of security checks](https://github.com/huggingface/transformers/pull/45462) — open
- [PR #45456: refactor(qa): extend extras so ty can run on server modules](https://github.com/huggingface/transformers/pull/45456) — closed, merged
- [Issue #45458: Add typing support incrementally (meta issue)](https://github.com/huggingface/transformers/issues/45458) — open
- [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — open
- [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — open

### `ydshieh`

- profile: [github.com/ydshieh](https://github.com/ydshieh)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
- repo first seen: `2025-03-31T13:54:54Z`
- repo last seen: `2026-04-16T20:10:45Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **72**
- snapshot authored PRs/issues: **72 PRs / 0 issues**
- snapshot discussion activity: **92 comments / 164 reviews / 123 review comments**
- account age: **4938 days**
- recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **high recent PR volume; targets high-star repos**

Example artifacts:
- [PR #45484: Minor update](https://github.com/huggingface/transformers/pull/45484) — closed, merged
- [PR #45476: [Don't merge] Call CI workflow](https://github.com/huggingface/transformers/pull/45476) — open
- [PR #45429: Improve workflow file](https://github.com/huggingface/transformers/pull/45429) — closed

### `zucchini-nlp`

- profile: [github.com/zucchini-nlp](https://github.com/zucchini-nlp)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
- repo first seen: `2024-09-26T09:23:39Z`
- repo last seen: `2026-04-17T14:33:10Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **67**
- snapshot authored PRs/issues: **67 PRs / 0 issues**
- snapshot discussion activity: **443 comments / 632 reviews / 1498 review comments**
- account age: **1508 days**
- recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
- public orgs: `huggingface`, `deeppavlov`
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume; targets high-star repos**

Example artifacts:
- [PR #45493: [WIP] Major processing refactor](https://github.com/huggingface/transformers/pull/45493) — open
- [PR #45492: Fix: modular image processors](https://github.com/huggingface/transformers/pull/45492) — open
- [PR #45481: Add check-auto in repo-consistency and fix sorting](https://github.com/huggingface/transformers/pull/45481) — closed, merged

### `kaixuanliu`

- profile: [github.com/kaixuanliu](https://github.com/kaixuanliu)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
- repo first seen: `2025-06-20T09:58:55Z`
- repo last seen: `2026-04-17T14:58:30Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **63**
- snapshot authored PRs/issues: **59 PRs / 4 issues**
- snapshot discussion activity: **52 comments / 46 reviews / 46 review comments**
- account age: **3934 days**
- recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume; targets high-star repos**

Example artifacts:
- [PR #45487: Fix model parallel issue for altclip model and ChineseClip model](https://github.com/huggingface/transformers/pull/45487) — open
- [PR #45470: skip test_flash_attn_2_can_dispatch_composite_models tests for](https://github.com/huggingface/transformers/pull/45470) — open
- [PR #45410: fix(altclip): fix failing tests](https://github.com/huggingface/transformers/pull/45410) — closed, draft
- [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
- [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — closed
- [Issue #43854: Unable to load `zai-org/GLM-4.7-Flash` model correctly in the unit tests](https://github.com/huggingface/transformers/issues/43854) — closed

### `ArthurZucker`

- profile: [github.com/ArthurZucker](https://github.com/ArthurZucker)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
- repo first seen: `2023-02-24T14:13:29Z`
- repo last seen: `2026-04-16T21:00:13Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **45**
- snapshot authored PRs/issues: **43 PRs / 2 issues**
- snapshot discussion activity: **130 comments / 444 reviews / 932 review comments**
- account age: **2590 days**
- recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume; targets high-star repos**

Example artifacts:
- [PR #45453: Draft commit](https://github.com/huggingface/transformers/pull/45453) — open, draft
- [PR #45414: Fix IndexError with DeepSpeed ZeRO-3 when kernels rotary is active](https://github.com/huggingface/transformers/pull/45414) — closed, merged
- [PR #45395: Fix IndexError with DeepSpeed ZeRO-3 when kernels rotary is active](https://github.com/huggingface/transformers/pull/45395) — closed
- [Issue #44052: Fix skipped tests for glm_moe_dsa model](https://github.com/huggingface/transformers/issues/44052) — closed
- [Issue #42710: Outstanding issues / PR before we can release v5](https://github.com/huggingface/transformers/issues/42710) — closed

### `SunMarc`

- profile: [github.com/SunMarc](https://github.com/SunMarc)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunMarc)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunMarc)
- repo first seen: `2024-09-02T13:41:47Z`
- repo last seen: `2026-04-17T16:39:28Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **42**
- snapshot authored PRs/issues: **40 PRs / 2 issues**
- snapshot discussion activity: **159 comments / 263 reviews / 383 review comments**
- account age: **2360 days**
- recent public PR activity: **35 PRs** (28 merged / 3 closed-unmerged / 4 open; merged rate **80%**, closed-unmerged rate **9%**, open rate **11%**)
- public orgs: `huggingface`
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume; targets high-star repos**

Example artifacts:
- [PR #45485: [serve] Update tool call to switch to `parse_response`](https://github.com/huggingface/transformers/pull/45485) — open
- [PR #45480: Update quants tests ](https://github.com/huggingface/transformers/pull/45480) — open
- [PR #45463: Fix response api support ](https://github.com/huggingface/transformers/pull/45463) — closed, merged
- [Issue #43595: Tell Us: What Would Make Trainer Better?](https://github.com/huggingface/transformers/issues/43595) — open
- [Issue #33260: Community contribution: Adding GGUF support for more architectures](https://github.com/huggingface/transformers/issues/33260) — open

### `Rocketknight1`

- profile: [github.com/Rocketknight1](https://github.com/Rocketknight1)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
- repo first seen: `2023-02-27T14:00:41Z`
- repo last seen: `2026-04-17T14:25:21Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **37**
- snapshot authored PRs/issues: **37 PRs / 0 issues**
- snapshot discussion activity: **518 comments / 201 reviews / 117 review comments**
- account age: **3961 days**
- recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
- public orgs: `huggingface`
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #45411: Fix the response schema for the gemma4 converter](https://github.com/huggingface/transformers/pull/45411) — closed, merged
- [PR #45315: Fix softmaxing router logits](https://github.com/huggingface/transformers/pull/45315) — closed
- [PR #45166: Re-add regex substitutions to the response parsing spec](https://github.com/huggingface/transformers/pull/45166) — closed, merged

### `vasqu`

- profile: [github.com/vasqu](https://github.com/vasqu)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
- repo first seen: `2025-08-26T12:13:50Z`
- repo last seen: `2026-04-17T19:12:08Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **37**
- snapshot authored PRs/issues: **36 PRs / 1 issues**
- snapshot discussion activity: **436 comments / 735 reviews / 3143 review comments**
- account age: **1991 days**
- recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #45483: [`Conversion Mapping`] Small fixups](https://github.com/huggingface/transformers/pull/45483) — open
- [PR #45420: :rotating_light: [`Kernels`] Fix kernel function registration](https://github.com/huggingface/transformers/pull/45420) — open
- [PR #45404: [`Tokenizers`] Move gpt sw3 tokenizer out](https://github.com/huggingface/transformers/pull/45404) — closed, merged
- [Issue #40827: [`Cache`] Proper support for Linear Attention (related) caches](https://github.com/huggingface/transformers/issues/40827) — closed

### `stevhliu`

- profile: [github.com/stevhliu](https://github.com/stevhliu)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
- repo first seen: `2025-01-06T17:52:26Z`
- repo last seen: `2026-04-16T16:47:29Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **35**
- snapshot authored PRs/issues: **34 PRs / 1 issues**
- snapshot discussion activity: **25 comments / 102 reviews / 143 review comments**
- account age: **2296 days**
- recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
- public orgs: `huggingface`
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #45465: [docs] contributing](https://github.com/huggingface/transformers/pull/45465) — open, draft
- [PR #45327: [docs] modular transformers](https://github.com/huggingface/transformers/pull/45327) — open, draft
- [PR #45271: [docs] vlm addition](https://github.com/huggingface/transformers/pull/45271) — closed, merged
- [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed

### `harshaljanjani`

- profile: [github.com/harshaljanjani](https://github.com/harshaljanjani)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharshaljanjani)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharshaljanjani)
- repo first seen: `2025-09-17T20:29:13Z`
- repo last seen: `2026-04-16T06:55:55Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **51**
- snapshot authored PRs/issues: **31 PRs / 20 issues**
- snapshot discussion activity: **95 comments / 119 reviews / 119 review comments**
- account age: **1961 days**
- recent public PR activity: **18 PRs** (15 merged / 0 closed-unmerged / 3 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #45326: feat[vLLM × v5]: Add vLLM compatibility for audio models](https://github.com/huggingface/transformers/pull/45326) — open
- [PR #45199: fix(models): Resolve regressions in Wav2Vec2PhonemeCTCTokenizer (wav2vec2-lv-60-espeak-cv-ft)](https://github.com/huggingface/transformers/pull/45199) — closed, merged
- [PR #45074: fix(models): Fix dtype mismatch in SwitchTransformers and TimmWrapperModel](https://github.com/huggingface/transformers/pull/45074) — closed, merged
- [Issue #45198: [BUG] Wav2Vec2 wav2vec2-lv-60-espeak-cv-ft: save_pretrained and tokenization fail](https://github.com/huggingface/transformers/issues/45198) — closed
- [Issue #45072: [BUG][CI] SwitchTransformers and TimmWrapperModel dtype mismatches in bfloat16 inference](https://github.com/huggingface/transformers/issues/45072) — closed
- [Issue #44898: [BUG] Perceiver image classification (non-default res) fails even with interpolate_pos_encoding=True](https://github.com/huggingface/transformers/issues/44898) — closed

### `itazap`

- profile: [github.com/itazap](https://github.com/itazap)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitazap)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitazap)
- repo first seen: `2024-10-21T07:08:47Z`
- repo last seen: `2026-04-16T14:32:09Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **27**
- snapshot authored PRs/issues: **27 PRs / 0 issues**
- snapshot discussion activity: **33 comments / 43 reviews / 29 review comments**
- account age: **3139 days**
- recent public PR activity: **20 PRs** (10 merged / 5 closed-unmerged / 5 open; merged rate **50%**, closed-unmerged rate **25%**, open rate **25%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #45435: do not index past decoded chars with special tokens](https://github.com/huggingface/transformers/pull/45435) — open
- [PR #45133: Add sarvam model](https://github.com/huggingface/transformers/pull/45133) — open, draft
- [PR #45078: throw error when conversion required](https://github.com/huggingface/transformers/pull/45078) — open

### `ManasVardhan`

- profile: [github.com/ManasVardhan](https://github.com/ManasVardhan)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AManasVardhan)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AManasVardhan)
- repo first seen: `2026-02-15T11:10:48Z`
- repo last seen: `2026-03-01T17:07:35Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **22**
- snapshot authored PRs/issues: **22 PRs / 0 issues**
- snapshot discussion activity: **15 comments / 0 reviews / 0 review comments**
- account age: **2488 days**
- recent public PR activity: **53 PRs** (15 merged / 38 closed-unmerged / 0 open; merged rate **28%**, closed-unmerged rate **72%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
- heuristic read: **high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #44374: Fix incorrect position_ids docstring in modeling_flash_attention_utils.py](https://github.com/huggingface/transformers/pull/44374) — closed
- [PR #44335: Refactor RoFormer output tracing with @capture_outputs and @can_return_tuple](https://github.com/huggingface/transformers/pull/44335) — closed
- [PR #44333: Refactor ALBERT to use named attributes and remove redundant return_dict=True](https://github.com/huggingface/transformers/pull/44333) — closed

### `yonigozlan`

- profile: [github.com/yonigozlan](https://github.com/yonigozlan)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayonigozlan)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayonigozlan)
- repo first seen: `2025-10-03T15:26:01Z`
- repo last seen: `2026-04-15T20:22:13Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **22**
- snapshot authored PRs/issues: **22 PRs / 0 issues**
- snapshot discussion activity: **41 comments / 157 reviews / 323 review comments**
- account age: **1978 days**
- recent public PR activity: **15 PRs** (11 merged / 0 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
- public orgs: `huggingface`
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #45421: Improve nested `base_model_prefix` handling in weight conversion and loading](https://github.com/huggingface/transformers/pull/45421) — open
- [PR #45293: Fix "AttributeError: NewTokenizer has no attribute special_attribute_present" (Remove `REGISTERED_FAST_ALIASES`)](https://github.com/huggingface/transformers/pull/45293) — open
- [PR #45272: Fix redundant logic in video processing SmolVLM](https://github.com/huggingface/transformers/pull/45272) — open

### `remi-or`

- profile: [github.com/remi-or](https://github.com/remi-or)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
- repo first seen: `2026-01-13T09:15:18Z`
- repo last seen: `2026-04-17T02:59:55Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **19**
- snapshot authored PRs/issues: **19 PRs / 0 issues**
- snapshot discussion activity: **35 comments / 105 reviews / 119 review comments**
- account age: **1813 days**
- recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #45323: [CB] Fix capture of max_seqlen](https://github.com/huggingface/transformers/pull/45323) — closed, merged
- [PR #45184: [CB] [Major] Add CPU request offloading](https://github.com/huggingface/transformers/pull/45184) — open, draft
- [PR #45179: [CB] Tweaks to update and minor fixes](https://github.com/huggingface/transformers/pull/45179) — closed, merged

### `tomaarsen`

- profile: [github.com/tomaarsen](https://github.com/tomaarsen)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atomaarsen)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atomaarsen)
- repo first seen: `2025-12-02T16:00:11Z`
- repo last seen: `2026-04-16T12:15:13Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **24**
- snapshot authored PRs/issues: **18 PRs / 6 issues**
- snapshot discussion activity: **53 comments / 155 reviews / 152 review comments**
- account age: **2949 days**
- recent public PR activity: **52 PRs** (49 merged / 3 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
- public orgs: `nltk`, `huggingface`, `embeddings-benchmark`, `Hugging-Face-Helping-Hand`
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume; targets high-star repos**

Example artifacts:
- [PR #45457: Allow loading Qwen Thinker 'base' models without generative head](https://github.com/huggingface/transformers/pull/45457) — closed, merged
- [PR #45455: [`fix`] Make Qwen2_5OmniProcessor warning a lot less noisy via warning_once](https://github.com/huggingface/transformers/pull/45455) — closed, merged
- [PR #45444: [`fix`] Always early return for non-Mistral models in _patch_mistral_regex](https://github.com/huggingface/transformers/pull/45444) — closed, merged
- [Issue #45030: tiny-random glm4v configuration can't load due to config validation changes](https://github.com/huggingface/transformers/issues/45030) — closed
- [Issue #44877: Strict config prevents loading `granite_speech` config](https://github.com/huggingface/transformers/issues/44877) — closed
- [Issue #44625: Qwen3.5 `num_labels` not propagated from core config to text config](https://github.com/huggingface/transformers/issues/44625) — open

### `BillionClaw`

- profile: [github.com/BillionClaw](https://github.com/BillionClaw)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABillionClaw)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABillionClaw)
- repo first seen: `2026-03-16T16:17:54Z`
- repo last seen: `2026-03-18T12:08:35Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **18**
- snapshot authored PRs/issues: **18 PRs / 0 issues**
- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
- account age: **35 days**
- recent public PR activity: **484 PRs** (51 merged / 304 closed-unmerged / 129 open; merged rate **11%**, closed-unmerged rate **63%**, open rate **27%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
- heuristic read: **very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #44826: fix: allow AutoImageProcessor to load from URL](https://github.com/huggingface/transformers/pull/44826) — closed
- [PR #44824: fix(xlnet): add device parameter to relative_positional_encoding](https://github.com/huggingface/transformers/pull/44824) — closed
- [PR #44823: fix: AutoImageProcessor from URL loading](https://github.com/huggingface/transformers/pull/44823) — closed

### `eustlb`

- profile: [github.com/eustlb](https://github.com/eustlb)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
- repo first seen: `2025-01-20T12:27:19Z`
- repo last seen: `2026-04-19T09:02:33Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **17**
- snapshot authored PRs/issues: **17 PRs / 0 issues**
- snapshot discussion activity: **28 comments / 116 reviews / 243 review comments**
- account age: **1607 days**
- recent public PR activity: **11 PRs** (8 merged / 0 closed-unmerged / 3 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #45512: [OutputRecorder] re.search on layer_name](https://github.com/huggingface/transformers/pull/45512) — open
- [PR #45221: user friendly error when loading audio from video](https://github.com/huggingface/transformers/pull/45221) — open
- [PR #45023: Add cohere asr](https://github.com/huggingface/transformers/pull/45023) — closed, merged

### `weiguangli-io`

- profile: [github.com/weiguangli-io](https://github.com/weiguangli-io)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aweiguangli-io)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aweiguangli-io)
- repo first seen: `2026-02-09T02:10:15Z`
- repo last seen: `2026-03-05T14:30:17Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **16**
- snapshot authored PRs/issues: **16 PRs / 0 issues**
- snapshot discussion activity: **17 comments / 4 reviews / 4 review comments**
- account age: **2230 days**
- recent public PR activity: **133 PRs** (26 merged / 86 closed-unmerged / 21 open; merged rate **20%**, closed-unmerged rate **65%**, open rate **16%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #44471: Fix tied weights serialization being device-dependent](https://github.com/huggingface/transformers/pull/44471) — closed
- [PR #44470: Add missing ReLU in GlmMoeDsaIndexer](https://github.com/huggingface/transformers/pull/44470) — closed
- [PR #44463: Fix AutoTokenizer ignoring tokenizer.json for unregistered model types](https://github.com/huggingface/transformers/pull/44463) — closed

### `qgallouedec`

- profile: [github.com/qgallouedec](https://github.com/qgallouedec)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqgallouedec)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqgallouedec)
- repo first seen: `2024-12-13T13:39:10Z`
- repo last seen: `2026-04-14T21:05:33Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **28**
- snapshot authored PRs/issues: **15 PRs / 13 issues**
- snapshot discussion activity: **33 comments / 39 reviews / 38 review comments**
- account age: **2692 days**
- recent public PR activity: **128 PRs** (102 merged / 5 closed-unmerged / 21 open; merged rate **80%**, closed-unmerged rate **4%**, open rate **16%**)
- public orgs: `huggingface`
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **extremely high recent PR volume; targets high-star repos**

Example artifacts:
- [PR #45443: Raise 400 on model mismatch when `transformers serve` is pinned](https://github.com/huggingface/transformers/pull/45443) — open
- [PR #45422: Drop `content=None` from messages in `apply_chat_template`](https://github.com/huggingface/transformers/pull/45422) — open
- [PR #45418: [serve] Forward `tool_calls`/`tool_call_id` in processor inputs](https://github.com/huggingface/transformers/pull/45418) — closed, merged
- [Issue #45419: Chat template inconsistencies in tool-calling support](https://github.com/huggingface/transformers/issues/45419) — open
- [Issue #45290: `apply_chat_template(tokenize=True)` crashes on assistant messages with tool calls and no content](https://github.com/huggingface/transformers/issues/45290) — closed
- [Issue #44514: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`](https://github.com/huggingface/transformers/issues/44514) — closed

### `NielsRogge`

- profile: [github.com/NielsRogge](https://github.com/NielsRogge)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ANielsRogge)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ANielsRogge)
- repo first seen: `2022-02-21T10:02:38Z`
- repo last seen: `2026-04-13T13:53:05Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **18**
- snapshot authored PRs/issues: **15 PRs / 3 issues**
- snapshot discussion activity: **20 comments / 34 reviews / 34 review comments**
- account age: **2598 days**
- recent public PR activity: **95 PRs** (67 merged / 19 closed-unmerged / 9 open; merged rate **71%**, closed-unmerged rate **20%**, open rate **9%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume**

Example artifacts:
- [PR #45110: Add SAM 3.1](https://github.com/huggingface/transformers/pull/45110) — open
- [PR #45082: [VidEoMT] Update conversion script](https://github.com/huggingface/transformers/pull/45082) — open
- [PR #44441: [LW-DETR] Fix training](https://github.com/huggingface/transformers/pull/44441) — closed, merged
- [Issue #41211: Add DEIMv2](https://github.com/huggingface/transformers/issues/41211) — open
- [Issue #30525: Support align_corners=True in image_transforms module](https://github.com/huggingface/transformers/issues/30525) — closed
- [Issue #21110: Add support for BLIP and GIT in image-to-text and VQA pipelines](https://github.com/huggingface/transformers/issues/21110) — closed

### `IlyasMoutawwakil`

- profile: [github.com/IlyasMoutawwakil](https://github.com/IlyasMoutawwakil)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
- repo first seen: `2025-07-04T08:41:29Z`
- repo last seen: `2026-04-16T13:18:39Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **17**
- snapshot authored PRs/issues: **15 PRs / 2 issues**
- snapshot discussion activity: **31 comments / 134 reviews / 112 review comments**
- account age: **2354 days**
- recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
- public orgs: `huggingface`, `Chouafa`
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #45433: SonicMoe](https://github.com/huggingface/transformers/pull/45433) — open
- [PR #45396: Extract dynamic vision/audio tensors into standalone pure functions](https://github.com/huggingface/transformers/pull/45396) — open
- [PR #44970: Fix CPU 16 bytes alignment issue using equivalent fallback](https://github.com/huggingface/transformers/pull/44970) — closed, merged
- [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
- [Issue #43317: device_map=auto fails to load the dequantized model on gpu+cpu offload](https://github.com/huggingface/transformers/issues/43317) — closed

### `sywangyi`

- profile: [github.com/sywangyi](https://github.com/sywangyi)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asywangyi)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asywangyi)
- repo first seen: `2025-12-16T08:22:52Z`
- repo last seen: `2026-04-17T01:12:12Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **16**
- snapshot authored PRs/issues: **15 PRs / 1 issues**
- snapshot discussion activity: **16 comments / 11 reviews / 11 review comments**
- account age: **2996 days**
- recent public PR activity: **16 PRs** (12 merged / 0 closed-unmerged / 4 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #45279: add expert parallelism for gemma-4-26B-A4B-it](https://github.com/huggingface/transformers/pull/45279) — open
- [PR #45219: Add MoE to Gemma4 TP plan](https://github.com/huggingface/transformers/pull/45219) — closed, merged
- [PR #45040: Llama3 video fix](https://github.com/huggingface/transformers/pull/45040) — open
- [Issue #42890: tests/models/sam_hq/test_modeling_sam_hq.py::SamHQModelIntegrationTest may fail since a lot of cases are lack of set_seed()](https://github.com/huggingface/transformers/issues/42890) — closed

### `hmellor`

- profile: [github.com/hmellor](https://github.com/hmellor)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahmellor)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahmellor)
- repo first seen: `2025-08-14T10:03:14Z`
- repo last seen: `2026-04-15T08:26:05Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **16**
- snapshot authored PRs/issues: **14 PRs / 2 issues**
- snapshot discussion activity: **20 comments / 47 reviews / 20 review comments**
- account age: **3592 days**
- recent public PR activity: **79 PRs** (72 merged / 3 closed-unmerged / 4 open; merged rate **91%**, closed-unmerged rate **4%**, open rate **5%**)
- public orgs: `huggingface`, `vllm-project`
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **high recent PR volume; targets high-star repos**

Example artifacts:
- [PR #45449: Add `step3_vl` to `MODELS_WITH_INCORRECT_HUB_TOKENIZER_CLASS`](https://github.com/huggingface/transformers/pull/45449) — closed, merged
- [PR #45169: Fix explicit local code resolution for tokenizers and image processors](https://github.com/huggingface/transformers/pull/45169) — closed, merged
- [PR #45058: Allow advanced users to override `model_type` in `AutoConfig.from_pretrained`](https://github.com/huggingface/transformers/pull/45058) — closed, merged
- [Issue #43522: Weights are not tied when model is loaded onto the `meta` device](https://github.com/huggingface/transformers/issues/43522) — closed
- [Issue #42738: BERT-like models with RoPE](https://github.com/huggingface/transformers/issues/42738) — open

### `kashif`

- profile: [github.com/kashif](https://github.com/kashif)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akashif)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akashif)
- repo first seen: `2025-09-08T13:05:54Z`
- repo last seen: `2026-04-19T09:40:59Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **14**
- snapshot authored PRs/issues: **14 PRs / 0 issues**
- snapshot discussion activity: **27 comments / 32 reviews / 29 review comments**
- account age: **6569 days**
- recent public PR activity: **32 PRs** (20 merged / 1 closed-unmerged / 11 open; merged rate **62%**, closed-unmerged rate **3%**, open rate **34%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
- heuristic read: **high recent PR volume; broad repo spread; targets high-star repos**

Example artifacts:
- [PR #45513: [Qwen3.5] Fix Qwen3.5 linear attention multi-token cached forward](https://github.com/huggingface/transformers/pull/45513) — open
- [PR #45490: Add ctsm model](https://github.com/huggingface/transformers/pull/45490) — open
- [PR #44925: [Doc]  MoE routing capture and replay recipe ](https://github.com/huggingface/transformers/pull/44925) — closed, merged

### `michaelbenayoun`

- profile: [github.com/michaelbenayoun](https://github.com/michaelbenayoun)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amichaelbenayoun)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amichaelbenayoun)
- repo first seen: `2024-10-24T15:39:49Z`
- repo last seen: `2026-04-13T19:48:41Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **14**
- snapshot authored PRs/issues: **14 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 7 reviews / 7 review comments**
- account age: **3365 days**
- recent public PR activity: **21 PRs** (18 merged / 0 closed-unmerged / 3 open; merged rate **86%**, closed-unmerged rate **0%**, open rate **14%**)
- public orgs: `huggingface`
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #45363: n-to-1 kernel fusion via `KernelConfig`](https://github.com/huggingface/transformers/pull/45363) — open, draft
- [PR #45155: Load adapter with TP](https://github.com/huggingface/transformers/pull/45155) — closed, merged
- [PR #44979: Module Fusion API](https://github.com/huggingface/transformers/pull/44979) — open

### `Sai-Suraj-27`

- profile: [github.com/Sai-Suraj-27](https://github.com/Sai-Suraj-27)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASai-Suraj-27)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASai-Suraj-27)
- repo first seen: `2026-01-23T17:10:04Z`
- repo last seen: `2026-04-13T11:05:10Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **14**
- snapshot authored PRs/issues: **14 PRs / 0 issues**
- snapshot discussion activity: **21 comments / 26 reviews / 26 review comments**
- account age: **1745 days**
- recent public PR activity: **12 PRs** (11 merged / 1 closed-unmerged / 0 open; merged rate **92%**, closed-unmerged rate **8%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #45065: Remove unused TensorFlow env var](https://github.com/huggingface/transformers/pull/45065) — closed, merged
- [PR #45053: Fix failing `XCLIPModelIntegrationTest`](https://github.com/huggingface/transformers/pull/45053) — closed
- [PR #45048: Fix failing `SmolLM3IntegrationTest`](https://github.com/huggingface/transformers/pull/45048) — closed, merged

### `3outeille`

- profile: [github.com/3outeille](https://github.com/3outeille)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A3outeille)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A3outeille)
- repo first seen: `2025-11-26T16:58:10Z`
- repo last seen: `2026-04-15T14:57:15Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **13**
- snapshot authored PRs/issues: **13 PRs / 0 issues**
- snapshot discussion activity: **23 comments / 67 reviews / 74 review comments**
- account age: **2625 days**
- recent public PR activity: **9 PRs** (4 merged / 0 closed-unmerged / 5 open; merged rate **44%**, closed-unmerged rate **0%**, open rate **56%**)
- public orgs: `huggingface`
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #45409: from_pretrained orchestration + distributed save/load](https://github.com/huggingface/transformers/pull/45409) — closed, merged
- [PR #45408: MoE expert parallelism + sequence parallelism](https://github.com/huggingface/transformers/pull/45408) — closed, merged
- [PR #45028: TP refactor for FSDP + TP integration](https://github.com/huggingface/transformers/pull/45028) — open, draft

### `LincolnBurrows2017`

- profile: [github.com/LincolnBurrows2017](https://github.com/LincolnBurrows2017)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALincolnBurrows2017)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALincolnBurrows2017)
- repo first seen: `2026-03-13T04:48:06Z`
- repo last seen: `2026-03-18T05:47:03Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **13**
- snapshot authored PRs/issues: **13 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **3349 days**
- recent public PR activity: **134 PRs** (12 merged / 46 closed-unmerged / 76 open; merged rate **9%**, closed-unmerged rate **34%**, open rate **57%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**

Example artifacts:
- [PR #44809: fix: replace bare except with Exception in Fuyu image processing](https://github.com/huggingface/transformers/pull/44809) — closed
- [PR #44778: fix: correct logic error in is_tiktoken_available function](https://github.com/huggingface/transformers/pull/44778) — closed
- [PR #44769: Fix: Handle empty lists in video_utils functions](https://github.com/huggingface/transformers/pull/44769) — closed

### `Abdennacer-Badaoui`

- profile: [github.com/Abdennacer-Badaoui](https://github.com/Abdennacer-Badaoui)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbdennacer-Badaoui)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbdennacer-Badaoui)
- repo first seen: `2026-01-08T18:13:10Z`
- repo last seen: `2026-04-08T13:44:47Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **12**
- snapshot authored PRs/issues: **12 PRs / 0 issues**
- snapshot discussion activity: **6 comments / 33 reviews / 33 review comments**
- account age: **1414 days**
- recent public PR activity: **17 PRs** (16 merged / 0 closed-unmerged / 1 open; merged rate **94%**, closed-unmerged rate **0%**, open rate **6%**)
- public orgs: `huggingface`, `bitsandbytes-foundation`
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #45284: [AMD CI] Fix Qwen2 expectations](https://github.com/huggingface/transformers/pull/45284) — closed, merged
- [PR #45282: [AMD CI] Fix torch.compile/export failures on AMD CI due to untraceable set.__contains__ ](https://github.com/huggingface/transformers/pull/45282) — closed, merged
- [PR #45138: CI] Small T5 expectations updated](https://github.com/huggingface/transformers/pull/45138) — closed, merged

### `jiqing-feng`

- profile: [github.com/jiqing-feng](https://github.com/jiqing-feng)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng)
- repo first seen: `2024-03-21T04:37:45Z`
- repo last seen: `2026-04-07T08:52:09Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **15**
- snapshot authored PRs/issues: **11 PRs / 4 issues**
- snapshot discussion activity: **37 comments / 17 reviews / 17 review comments**
- account age: **1396 days**
- recent public PR activity: **25 PRs** (22 merged / 1 closed-unmerged / 2 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume**

Example artifacts:
- [PR #45108: Fix `Wav2Vec2Config.vocab_size` type to allow `None`](https://github.com/huggingface/transformers/pull/45108) — closed, merged
- [PR #45107: Fix `text-to-speech` pipeline crash when generation config contains `None` values](https://github.com/huggingface/transformers/pull/45107) — closed, merged
- [PR #44845: Fix Mllama torch.compile failure caused by new attention mask logic](https://github.com/huggingface/transformers/pull/44845) — open, draft
- [Issue #44458: Mllama compile failed after new attn mask](https://github.com/huggingface/transformers/issues/44458) — open
- [Issue #43725: Quantization model behavior changed](https://github.com/huggingface/transformers/issues/43725) — closed
- [Issue #42994: quantized model saving failed](https://github.com/huggingface/transformers/issues/42994) — closed

### `ebezzam`

- profile: [github.com/ebezzam](https://github.com/ebezzam)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
- repo first seen: `2025-07-25T12:59:52Z`
- repo last seen: `2026-04-19T08:47:53Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **9**
- snapshot authored PRs/issues: **9 PRs / 0 issues**
- snapshot discussion activity: **51 comments / 192 reviews / 636 review comments**
- account age: **4683 days**
- recent public PR activity: **8 PRs** (4 merged / 1 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **12%**, open rate **38%**)
- public orgs: `LCAV`
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #44392: [VibeVoice ASR] Use updated padding cache for ASR model.](https://github.com/huggingface/transformers/pull/44392) — closed, merged
- [PR #44391: [VibeVoice ASR] Use newer cache object for modular](https://github.com/huggingface/transformers/pull/44391) — closed
- [PR #44178: Add xcodec2 model](https://github.com/huggingface/transformers/pull/44178) — open

### `danielalanbates`

- profile: [github.com/danielalanbates](https://github.com/danielalanbates)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adanielalanbates)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adanielalanbates)
- repo first seen: `2026-02-21T04:32:30Z`
- repo last seen: `2026-02-21T04:54:47Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **8**
- snapshot authored PRs/issues: **8 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **338 days**
- recent public PR activity: **335 PRs** (37 merged / 296 closed-unmerged / 2 open; merged rate **11%**, closed-unmerged rate **88%**, open rate **1%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
- heuristic read: **young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #44198: Fix #43975: `deepseek-ai/deepseek-coder-6.7b-instruct` incorrectly detok](https://github.com/huggingface/transformers/pull/44198) — closed
- [PR #44197: Fix #43937: [GLM-5] ValueError: GenerationConfig is invalid](https://github.com/huggingface/transformers/pull/44197) — closed
- [PR #44196: Fix #43881: glm-4v-9b loading failed](https://github.com/huggingface/transformers/pull/44196) — closed

### `gambletan`

- profile: [github.com/gambletan](https://github.com/gambletan)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agambletan)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agambletan)
- repo first seen: `2026-03-13T05:22:03Z`
- repo last seen: `2026-03-16T14:01:08Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **8**
- snapshot authored PRs/issues: **8 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 5 reviews / 0 review comments**
- account age: **40 days**
- recent public PR activity: **357 PRs** (22 merged / 230 closed-unmerged / 105 open; merged rate **6%**, closed-unmerged rate **64%**, open rate **29%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
- heuristic read: **very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #44753: fix: add device= to torch.arange in XLNet relative_positional_encoding](https://github.com/huggingface/transformers/pull/44753) — closed
- [PR #44692: fix: handle ragged input_ids in Qwen2_5_VLProcessor.apply_chat_template](https://github.com/huggingface/transformers/pull/44692) — closed
- [PR #44691: Fix Qwen3.5 num_labels not propagated to text_config](https://github.com/huggingface/transformers/pull/44691) — closed

### `s-zx`

- profile: [github.com/s-zx](https://github.com/s-zx)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3As-zx)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3As-zx)
- repo first seen: `2026-03-08T19:38:00Z`
- repo last seen: `2026-03-22T01:21:22Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **8**
- snapshot authored PRs/issues: **8 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2020 days**
- recent public PR activity: **97 PRs** (6 merged / 40 closed-unmerged / 51 open; merged rate **6%**, closed-unmerged rate **41%**, open rate **53%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
- heuristic read: **high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos**

Example artifacts:
- [PR #44922: fix: pop output_* flags from kwargs in capture_outputs to prevent submodule leakage](https://github.com/huggingface/transformers/pull/44922) — closed
- [PR #44921: fix: use shape index access in compute_3d_position_ids for Qwen VL models](https://github.com/huggingface/transformers/pull/44921) — closed
- [PR #44920: fix: propagate num_labels/id2label to text_config in Qwen3_5Config](https://github.com/huggingface/transformers/pull/44920) — closed

### `hkc5`

- profile: [github.com/hkc5](https://github.com/hkc5)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahkc5)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahkc5)
- repo first seen: `2026-03-19T12:33:00Z`
- repo last seen: `2026-03-29T23:26:49Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **7**
- snapshot authored PRs/issues: **7 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **973 days**
- recent public PR activity: **71 PRs** (3 merged / 68 closed-unmerged / 0 open; merged rate **4%**, closed-unmerged rate **96%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
- heuristic read: **high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #45104: Fix auto_docstring crash with from __future__ import annotations](https://github.com/huggingface/transformers/pull/45104) — closed
- [PR #45096: Fix: Skip meta device initialization for remote code models](https://github.com/huggingface/transformers/pull/45096) — closed
- [PR #45091: Fix _get_feat_extract_output_lengths in qwen3_omni_moe](https://github.com/huggingface/transformers/pull/45091) — closed

### `Qubitium`

- profile: [github.com/Qubitium](https://github.com/Qubitium)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AQubitium)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AQubitium)
- repo first seen: `2025-10-03T18:23:49Z`
- repo last seen: `2026-04-14T12:34:51Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **7**
- snapshot authored PRs/issues: **7 PRs / 0 issues**
- snapshot discussion activity: **24 comments / 10 reviews / 10 review comments**
- account age: **5681 days**
- recent public PR activity: **285 PRs** (271 merged / 9 closed-unmerged / 5 open; merged rate **95%**, closed-unmerged rate **3%**, open rate **2%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **extremely high recent PR volume**

Example artifacts:
- [PR #45274: Fix CB Accuracy Regression under FA2](https://github.com/huggingface/transformers/pull/45274) — open
- [PR #45202: Fix gemma4 has flash-attention incompatbile head-dim=512](https://github.com/huggingface/transformers/pull/45202) — open
- [PR #45157: [WIP] PrismML Bonsai model support](https://github.com/huggingface/transformers/pull/45157) — open, draft

### `winglian`

- profile: [github.com/winglian](https://github.com/winglian)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Awinglian)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Awinglian)
- repo first seen: `2024-10-17T15:17:05Z`
- repo last seen: `2026-04-10T02:54:56Z`
- first seen in snapshot: **no**
- repo association: **COLLABORATOR**
- repo primary artifacts: **7**
- snapshot authored PRs/issues: **7 PRs / 0 issues**
- snapshot discussion activity: **11 comments / 31 reviews / 18 review comments**
- account age: **5708 days**
- recent public PR activity: **102 PRs** (85 merged / 5 closed-unmerged / 12 open; merged rate **83%**, closed-unmerged rate **5%**, open rate **12%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **high**, automation risk **low**
- heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**

Example artifacts:
- [PR #45354: fix gemma4 gradient accumulation loss and last token incorrect labels](https://github.com/huggingface/transformers/pull/45354) — closed, merged
- [PR #44473: fix FSDP loading with meta devices](https://github.com/huggingface/transformers/pull/44473) — closed, merged
- [PR #44259: Async data producer](https://github.com/huggingface/transformers/pull/44259) — open, draft

### `casinca`

- profile: [github.com/casinca](https://github.com/casinca)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acasinca)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acasinca)
- repo first seen: `2025-12-10T12:31:18Z`
- repo last seen: `2026-04-19T14:30:51Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **8**
- snapshot authored PRs/issues: **6 PRs / 2 issues**
- snapshot discussion activity: **8 comments / 9 reviews / 9 review comments**
- account age: **2626 days**
- recent public PR activity: **22 PRs** (17 merged / 1 closed-unmerged / 4 open; merged rate **77%**, closed-unmerged rate **5%**, open rate **18%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #45441: fix(DSV3): parity between native `DeepseekV3MoE` and remote official implementation](https://github.com/huggingface/transformers/pull/45441) — open
- [PR #45144: Add Xiaomi MiMo-V2](https://github.com/huggingface/transformers/pull/45144) — open
- [PR #45142: refactor(gpt-oss): rename `eager_attention_forward` to `eager_attention_forward_with_sink`](https://github.com/huggingface/transformers/pull/45142) — closed
- [Issue #45440: Native `DeepseekV3MoE` diverges from the remote DeepSeekV3 implementation](https://github.com/huggingface/transformers/issues/45440) — open
- [Issue #45141: [refactor] gpt-oss `eager_attention_forward` for modularity (Ex: models with dual eager attn: sink/no sink)](https://github.com/huggingface/transformers/issues/45141) — closed

### `jashshah999`

- profile: [github.com/jashshah999](https://github.com/jashshah999)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajashshah999)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajashshah999)
- repo first seen: `2026-02-25T22:23:20Z`
- repo last seen: `2026-04-15T14:43:02Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **6**
- snapshot authored PRs/issues: **6 PRs / 0 issues**
- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
- account age: **2570 days**
- recent public PR activity: **54 PRs** (19 merged / 12 closed-unmerged / 23 open; merged rate **35%**, closed-unmerged rate **22%**, open rate **43%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **high**, automation risk **medium**
- heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**

Example artifacts:
- [PR #45222: fix(gemma3, gemma4): default token_type_ids to zeros for text-only training](https://github.com/huggingface/transformers/pull/45222) — closed
- [PR #44316: Reduce tqdm verbosity during weight loading](https://github.com/huggingface/transformers/pull/44316) — closed
- [PR #44313: Fix AddedToken duplicate 'special' kwarg for extra_special_tokens](https://github.com/huggingface/transformers/pull/44313) — closed

### `JJJYmmm`

- profile: [github.com/JJJYmmm](https://github.com/JJJYmmm)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJJJYmmm)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJJJYmmm)
- repo first seen: `2026-01-27T10:34:17Z`
- repo last seen: `2026-04-17T07:28:58Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **6**
- snapshot authored PRs/issues: **6 PRs / 0 issues**
- snapshot discussion activity: **17 comments / 26 reviews / 26 review comments**
- account age: **1648 days**
- recent public PR activity: **11 PRs** (9 merged / 2 closed-unmerged / 0 open; merged rate **82%**, closed-unmerged rate **18%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #45173: [misc] fix qwen35 tests: correct the text model type and skip reverse_mapping](https://github.com/huggingface/transformers/pull/45173) — closed, merged
- [PR #45041: [inference_fusion] convert conv3d patch embed to linear](https://github.com/huggingface/transformers/pull/45041) — closed, merged
- [PR #44817: [Misc] add enable_thinking to template kwargs](https://github.com/huggingface/transformers/pull/44817) — closed

### `kchpp940`

- profile: [github.com/kchpp940](https://github.com/kchpp940)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akchpp940)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akchpp940)
- repo first seen: `2026-04-18T01:12:45Z`
- repo last seen: `2026-04-18T03:53:58Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **6**
- snapshot authored PRs/issues: **6 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **375 days**
- recent public PR activity: **66 PRs** (2 merged / 25 closed-unmerged / 39 open; merged rate **3%**, closed-unmerged rate **38%**, open rate **59%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
- heuristic read: **high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #45504: .4021378118068288:1e40fd96a800b4038c914120b0aa85c2_69e2faf342c82e665fe04170.69e2faf642c82e665fe04174.69e2faf6d18af355a624eac3:Trae CN.T(2026/4/18 11:31:02)](https://github.com/huggingface/transformers/pull/45504) — closed
- [PR #45503: .4021378118068288:aafb9167aaa6b321205f754209b0cbcb_69e2f25642c82e665fe0407f.69e2f43542c82e665fe04083.69e2f435d18af355a624eac1:Trae CN.T(2026/4/18 11:02:13)](https://github.com/huggingface/transformers/pull/45503) — closed
- [PR #45502: .4021378118068288:4da7ed27ccaa5f974fe4a552e2b67bb6_69e2eea842c82e665fe04002.69e2eec142c82e665fe04006.69e2eec18b8bd167e2faa241:Trae CN.T(2026/4/18 10:38:57)](https://github.com/huggingface/transformers/pull/45502) — closed

### `albertvillanova`

- profile: [github.com/albertvillanova](https://github.com/albertvillanova)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aalbertvillanova)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aalbertvillanova)
- repo first seen: `2026-01-17T10:42:01Z`
- repo last seen: `2026-04-17T13:43:32Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **8**
- snapshot authored PRs/issues: **5 PRs / 3 issues**
- snapshot discussion activity: **14 comments / 9 reviews / 6 review comments**
- account age: **4257 days**
- recent public PR activity: **157 PRs** (143 merged / 10 closed-unmerged / 4 open; merged rate **91%**, closed-unmerged rate **6%**, open rate **3%**)
- public orgs: `huggingface`, `aiinnova`, `bigscience-workshop`
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **extremely high recent PR volume; targets high-star repos**

Example artifacts:
- [PR #45164: Fix TypeError: 'NoneType' object is not iterable in GenerationMixin.generate](https://github.com/huggingface/transformers/pull/45164) — closed, merged
- [PR #45050: Fix NaN weights on non-rank-0 FSDP processes](https://github.com/huggingface/transformers/pull/45050) — closed, merged
- [PR #44256: Fix CLI NameError: name 'TypeAdapter' is not defined](https://github.com/huggingface/transformers/pull/44256) — closed, merged
- [Issue #45137: IndexError: pop from an empty deque with DeepSpeed ZeRO3](https://github.com/huggingface/transformers/issues/45137) — closed
- [Issue #44273: Lazy loading is not working properly](https://github.com/huggingface/transformers/issues/44273) — open
- [Issue #43334: Qwen3-VL can't be loaded in transformers dev: AttributeError: 'Qwen3VLTextConfig' object has no attribute 'pad_token_id'](https://github.com/huggingface/transformers/issues/43334) — closed

### `LysandreJik`

- profile: [github.com/LysandreJik](https://github.com/LysandreJik)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALysandreJik)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALysandreJik)
- repo first seen: `2024-08-30T13:38:48Z`
- repo last seen: `2026-04-17T08:01:08Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **7**
- snapshot authored PRs/issues: **5 PRs / 2 issues**
- snapshot discussion activity: **14 comments / 27 reviews / 42 review comments**
- account age: **3177 days**
- recent public PR activity: **7 PRs** (5 merged / 1 closed-unmerged / 1 open; merged rate **71%**, closed-unmerged rate **14%**, open rate **14%**)
- public orgs: `conda-forge`, `huggingface`, `ProjectBlackFalcon`, `PyTorch-Community-Voices`, `PyTorch-GitHub-Badge-Ecosystem-Day`, `Hugging-Face-Supporter`, `Hugging-Face-Helping-Hand`
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #45218: Proposal: Agent-first CLI](https://github.com/huggingface/transformers/pull/45218) — open, draft
- [PR #44758: Propagate the model loading from transformers serve to chat](https://github.com/huggingface/transformers/pull/44758) — closed, merged
- [PR #44622: CB temporarily disabled on non-cuda devices](https://github.com/huggingface/transformers/pull/44622) — closed
- [Issue #43489: Transformers' version 5 is out!](https://github.com/huggingface/transformers/issues/43489) — closed
- [Issue #40822: Welcome v5](https://github.com/huggingface/transformers/issues/40822) — closed

### `Krishnachaitanyakc`

- profile: [github.com/Krishnachaitanyakc](https://github.com/Krishnachaitanyakc)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKrishnachaitanyakc)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKrishnachaitanyakc)
- repo first seen: `2026-03-25T02:14:38Z`
- repo last seen: `2026-04-06T01:03:09Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **5**
- snapshot authored PRs/issues: **5 PRs / 0 issues**
- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
- account age: **3498 days**
- recent public PR activity: **174 PRs** (49 merged / 50 closed-unmerged / 75 open; merged rate **28%**, closed-unmerged rate **29%**, open rate **43%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**

Example artifacts:
- [PR #45089: fix: use sys.modules.get() to avoid KeyError in modeling_utils](https://github.com/huggingface/transformers/pull/45089) — closed
- [PR #45007: fix: correct type annotations across config classes for @strict validation](https://github.com/huggingface/transformers/pull/45007) — closed, merged
- [PR #45006: fix: prevent IndexError in Whisper timestamp decode on trailing replacement char](https://github.com/huggingface/transformers/pull/45006) — open

### `mvanhorn`

- profile: [github.com/mvanhorn](https://github.com/mvanhorn)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amvanhorn)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amvanhorn)
- repo first seen: `2026-03-09T14:59:27Z`
- repo last seen: `2026-04-18T13:31:09Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **5**
- snapshot authored PRs/issues: **5 PRs / 0 issues**
- snapshot discussion activity: **11 comments / 0 reviews / 0 review comments**
- account age: **5652 days**
- recent public PR activity: **1000 PRs** (415 merged / 232 closed-unmerged / 412 open; merged rate **42%**, closed-unmerged rate **23%**, open rate **35%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; very broad repo spread**

Example artifacts:
- [PR #44586: Fix Mixtral aux_loss not computed when output_router_logits=False](https://github.com/huggingface/transformers/pull/44586) — closed
- [PR #44585: Fix missing rms_norm_eps in DeepseekV3 MLA layernorms](https://github.com/huggingface/transformers/pull/44585) — open
- [PR #44584: Fix off-by-one in decode_spans boundary check](https://github.com/huggingface/transformers/pull/44584) — closed, merged

### `sxu75374`

- profile: [github.com/sxu75374](https://github.com/sxu75374)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asxu75374)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asxu75374)
- repo first seen: `2026-02-27T04:48:08Z`
- repo last seen: `2026-02-28T17:47:01Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **5**
- snapshot authored PRs/issues: **5 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **2026 days**
- recent public PR activity: **73 PRs** (2 merged / 64 closed-unmerged / 7 open; merged rate **3%**, closed-unmerged rate **88%**, open rate **10%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
- heuristic read: **high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #44359: fix(sdpa): add workaround for MPS sdpa_vector_2pass_mps correctness bug](https://github.com/huggingface/transformers/pull/44359) — closed
- [PR #44354: fix: off-by-one in decode_spans causes ValueError when topk == len(scores)](https://github.com/huggingface/transformers/pull/44354) — closed
- [PR #44347: fix: resolve composite config in PagedAttentionCache and group_layers_by_attn_type](https://github.com/huggingface/transformers/pull/44347) — closed

### `dacorvo`

- profile: [github.com/dacorvo](https://github.com/dacorvo)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adacorvo)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adacorvo)
- repo first seen: `2026-03-13T14:45:22Z`
- repo last seen: `2026-04-17T14:05:08Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **10**
- snapshot authored PRs/issues: **4 PRs / 6 issues**
- snapshot discussion activity: **11 comments / 6 reviews / 6 review comments**
- account age: **5038 days**
- recent public PR activity: **21 PRs** (10 merged / 7 closed-unmerged / 4 open; merged rate **48%**, closed-unmerged rate **33%**, open rate **19%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #44757: Add Neuron to auto-compile hardware list](https://github.com/huggingface/transformers/pull/44757) — closed, merged
- [PR #44680: Allow kernel modules to declare their preferred mask function](https://github.com/huggingface/transformers/pull/44680) — open
- [PR #44669: Use `index_select` instead of advanced indexing in `batched_mm_experts_forward`](https://github.com/huggingface/transformers/pull/44669) — closed
- [Issue #44748: [Neuron] Auto-select StaticCache when device is Neuron](https://github.com/huggingface/transformers/issues/44748) — open
- [Issue #44742: [Neuron] Static-shape generation loop for compilation-friendly inference](https://github.com/huggingface/transformers/issues/44742) — open
- [Issue #44741: [Neuron] Improve transformers compatibility with AWS Neuron devices](https://github.com/huggingface/transformers/issues/44741) — closed

### `KoichiYasuoka`

- profile: [github.com/KoichiYasuoka](https://github.com/KoichiYasuoka)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKoichiYasuoka)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKoichiYasuoka)
- repo first seen: `2026-01-21T06:14:39Z`
- repo last seen: `2026-04-18T08:30:53Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **7**
- snapshot authored PRs/issues: **4 PRs / 3 issues**
- snapshot discussion activity: **15 comments / 1 reviews / 1 review comments**
- account age: **3839 days**
- recent public PR activity: **3 PRs** (1 merged / 1 closed-unmerged / 1 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #45311: resize_token_embeddings does not effect to output_embeddings](https://github.com/huggingface/transformers/pull/45311) — open
- [PR #45236: resize_token_embeddings does not resize lm_head](https://github.com/huggingface/transformers/pull/45236) — closed
- [PR #44621: pipelines do not have modelcard](https://github.com/huggingface/transformers/pull/44621) — closed, merged
- [Issue #45335: [t5gemma] resize_token_embeddings does not effect to decoder.embed_tokens](https://github.com/huggingface/transformers/issues/45335) — closed
- [Issue #45292: resize_token_embeddings does not effect to output_embeddings](https://github.com/huggingface/transformers/issues/45292) — open
- [Issue #45276: [gemma4] resize_token_embeddings does not effect to embed_tokens_per_layer or output_embeddings](https://github.com/huggingface/transformers/issues/45276) — closed

### `Charly21r`

- profile: [github.com/Charly21r](https://github.com/Charly21r)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACharly21r)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACharly21r)
- repo first seen: `2026-03-13T09:00:25Z`
- repo last seen: `2026-04-14T20:35:28Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **11 comments / 8 reviews / 8 review comments**
- account age: **359 days**
- recent public PR activity: **6 PRs** (1 merged / 2 closed-unmerged / 3 open; merged rate **17%**, closed-unmerged rate **33%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **young account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #45438: Add Gemma4ForSequenceClassification](https://github.com/huggingface/transformers/pull/45438) — open
- [PR #45253: Fix Gemma4 `use_cache=False` producing bad logits](https://github.com/huggingface/transformers/pull/45253) — closed
- [PR #44949: Fix: NotebookProgressCallback crash when evaluating with the Trainer](https://github.com/huggingface/transformers/pull/44949) — closed, merged

### `hf-security-analysis[bot]`

- profile: [github.com/hf-security-analysis[bot]](https://github.com/hf-security-analysis[bot])
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahf-security-analysis%5Bbot%5D)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahf-security-analysis%5Bbot%5D)
- repo first seen: `2026-03-11T15:39:30Z`
- repo last seen: `2026-03-27T11:16:11Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **? days**
- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
- public orgs: none visible
- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
- heuristic read: **summary unavailable**
- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'hf-security-analysis[bot]'."}]`

Example artifacts:
- [PR #45054: chore: update update_metdata.yml](https://github.com/huggingface/transformers/pull/45054) — closed, merged
- [PR #45021: chore: update anti-slop.yml](https://github.com/huggingface/transformers/pull/45021) — closed
- [PR #44813: chore: update pr-repo-consistency-bot.yml](https://github.com/huggingface/transformers/pull/44813) — closed

### `Jah-yee`

- profile: [github.com/Jah-yee](https://github.com/Jah-yee)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJah-yee)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJah-yee)
- repo first seen: `2026-04-16T00:55:40Z`
- repo last seen: `2026-04-19T11:59:23Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **736 days**
- recent public PR activity: **836 PRs** (85 merged / 334 closed-unmerged / 417 open; merged rate **10%**, closed-unmerged rate **40%**, open rate **50%**)
- public orgs: `hackclub`, `Spark-Lab-Global`, `Info-Tech-org`, `effectorHQ`
- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**

Example artifacts:
- [PR #45515: Fix CUDA availability check in get_device_properties()](https://github.com/huggingface/transformers/pull/45515) — open
- [PR #45509: Fix get_device_properties crash when CUDA is installed but no GPU](https://github.com/huggingface/transformers/pull/45509) — open
- [PR #45467: Fix MPS SDPA output shape when value head dim differs from query head dim](https://github.com/huggingface/transformers/pull/45467) — closed

### `manavshrivastavagit`

- profile: [github.com/manavshrivastavagit](https://github.com/manavshrivastavagit)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amanavshrivastavagit)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amanavshrivastavagit)
- repo first seen: `2026-02-24T20:35:18Z`
- repo last seen: `2026-02-27T21:51:49Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
- account age: **4699 days**
- recent public PR activity: **7 PRs** (1 merged / 4 closed-unmerged / 2 open; merged rate **14%**, closed-unmerged rate **57%**, open rate **29%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #44345: Less verbose weight-loading tqdm when stdout is not a TTY (fixes #44303)](https://github.com/huggingface/transformers/pull/44345) — closed
- [PR #44344: Fix tokenizer_class in tokenizer_config.json for Qwen3.5 save_pretrained (fixes #44297)](https://github.com/huggingface/transformers/pull/44344) — closed
- [PR #44343: Fix ANSI codes in loading_report when stdout is not a TTY (fixes #44336)](https://github.com/huggingface/transformers/pull/44343) — closed

### `nightcityblade`

- profile: [github.com/nightcityblade](https://github.com/nightcityblade)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anightcityblade)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anightcityblade)
- repo first seen: `2026-02-18T23:07:23Z`
- repo last seen: `2026-02-23T14:35:01Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
- account age: **67 days**
- recent public PR activity: **219 PRs** (72 merged / 77 closed-unmerged / 70 open; merged rate **33%**, closed-unmerged rate **35%**, open rate **32%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
- heuristic read: **very new account; extremely high recent PR volume; very broad repo spread; targets high-star repos**

Example artifacts:
- [PR #44210: fix(lasr): remove spurious center arg from _torch_extract_fbank_features call](https://github.com/huggingface/transformers/pull/44210) — closed
- [PR #44204: fix(layoutlmv2): store only_label_first_subword attribute in tokenizer](https://github.com/huggingface/transformers/pull/44204) — closed
- [PR #44203: fix(trainer): pass optim_args to SGD, Adagrad, and RMSprop optimizers](https://github.com/huggingface/transformers/pull/44203) — closed, merged

### `RudrenduPaul`

- profile: [github.com/RudrenduPaul](https://github.com/RudrenduPaul)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARudrenduPaul)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARudrenduPaul)
- repo first seen: `2026-04-09T09:34:42Z`
- repo last seen: `2026-04-19T04:31:50Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
- account age: **2913 days**
- recent public PR activity: **23 PRs** (6 merged / 7 closed-unmerged / 10 open; merged rate **26%**, closed-unmerged rate **30%**, open rate **43%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #45370: docs: fix 5 docstring errors in Gemma3nTextConfig (typos, grammar, formatting)](https://github.com/huggingface/transformers/pull/45370) — closed, merged
- [PR #45352: fix(qwen3_moe): correct return type annotation on Qwen3MoeSparseMoeBlock.forward](https://github.com/huggingface/transformers/pull/45352) — closed, merged
- [PR #45351: fix(testing_utils): guard get_device_capability with torch.cuda.is_available()](https://github.com/huggingface/transformers/pull/45351) — open

### `RyanMullins`

- profile: [github.com/RyanMullins](https://github.com/RyanMullins)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARyanMullins)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARyanMullins)
- repo first seen: `2026-03-12T13:32:25Z`
- repo last seen: `2026-04-10T12:17:00Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **4 comments / 1 reviews / 0 review comments**
- account age: **5413 days**
- recent public PR activity: **4 PRs** (2 merged / 0 closed-unmerged / 2 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: `google-deepmind`, `PAIR-code`
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #45328: Drop unused Gemma4TextAttention weights when sharing KV Cache](https://github.com/huggingface/transformers/pull/45328) — open
- [PR #45192: casually dropping the most capable open weights on the planet](https://github.com/huggingface/transformers/pull/45192) — closed, merged
- [PR #44635: [Gemma] Modular-friendly buffers](https://github.com/huggingface/transformers/pull/44635) — open

### `sirzechs66`

- profile: [github.com/sirzechs66](https://github.com/sirzechs66)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asirzechs66)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asirzechs66)
- repo first seen: `2026-03-30T12:18:41Z`
- repo last seen: `2026-04-19T06:16:12Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **9 comments / 1 reviews / 1 review comments**
- account age: **1246 days**
- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**

Example artifacts:
- [PR #45506: Add full GGUF loading support for GPT‑OSS (fixes #43366, supersedes #43757) latest](https://github.com/huggingface/transformers/pull/45506) — open
- [PR #45500: Add full GGUF loading support for GPT‑OSS (fixes #43366, supersedes #43757) latest](https://github.com/huggingface/transformers/pull/45500) — open, draft
- [PR #45118: Add full GGUF loading support for GPT‑OSS (fixes #43366, supersedes #43757)](https://github.com/huggingface/transformers/pull/45118) — closed

### `jw9603`

- profile: [github.com/jw9603](https://github.com/jw9603)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajw9603)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajw9603)
- repo first seen: `2026-03-04T00:51:26Z`
- repo last seen: `2026-04-16T23:31:05Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **5**
- snapshot authored PRs/issues: **3 PRs / 2 issues**
- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
- account age: **2050 days**
- recent public PR activity: **3 PRs** (1 merged / 1 closed-unmerged / 1 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #45486: fix: return empty tuple from import_protobuf_decode_error when protobuf is unavailable](https://github.com/huggingface/transformers/pull/45486) — open
- [PR #44436: Fix continuous batching for multimodal models](https://github.com/huggingface/transformers/pull/44436) — closed, merged
- [PR #44424: Fix `transformers serve --continuous-batching` for multimodal models](https://github.com/huggingface/transformers/pull/44424) — closed
- [Issue #45459: `except import_protobuf_decode_error()` hides real tokenizer errors when protobuf isn't installed](https://github.com/huggingface/transformers/issues/45459) — open
- [Issue #44423: [Bug] `transformers serve --continuous-batching` crashes with multimodal models (Qwen3.5) — AttributeError: 'str' object has no attribute 'to'](https://github.com/huggingface/transformers/issues/44423) — closed

### `paulinebm`

- profile: [github.com/paulinebm](https://github.com/paulinebm)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apaulinebm)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apaulinebm)
- repo first seen: `2026-03-25T14:55:10Z`
- repo last seen: `2026-04-17T14:18:37Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **3 PRs / 1 issues**
- snapshot discussion activity: **0 comments / 2 reviews / 1 review comments**
- account age: **830 days**
- recent public PR activity: **159 PRs** (156 merged / 2 closed-unmerged / 1 open; merged rate **98%**, closed-unmerged rate **1%**, open rate **1%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **very high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; very broad repo spread; no visible non-self stars**

Example artifacts:
- [PR #45495: revert sha commit pointing to main for transformers_amd_ci_  workflows](https://github.com/huggingface/transformers/pull/45495) — closed, merged
- [PR #45442: Update workflow references to new commit hash](https://github.com/huggingface/transformers/pull/45442) — closed, merged
- [PR #45180: 🔒 Pin GitHub Actions to commit SHAs](https://github.com/huggingface/transformers/pull/45180) — closed, merged
- [Issue #45182: 🔒 Track: Pin GitHub Actions to commit SHAs](https://github.com/huggingface/transformers/issues/45182) — closed

### `Cursx`

- profile: [github.com/Cursx](https://github.com/Cursx)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACursx)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACursx)
- repo first seen: `2026-03-31T01:44:52Z`
- repo last seen: `2026-04-01T02:36:38Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **3073 days**
- recent public PR activity: **12 PRs** (3 merged / 5 closed-unmerged / 4 open; merged rate **25%**, closed-unmerged rate **42%**, open rate **33%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #45156: Fix save_pretrained writing incorrect tie_word_embeddings=True config after PEFT merge](https://github.com/huggingface/transformers/pull/45156) — closed, draft
- [PR #45136: Fix #45127: Auto-fix diverged tie_word_embeddings config on save to prevent silent weight corruption](https://github.com/huggingface/transformers/pull/45136) — closed
- [PR #45135: Fix model saving corruption for dynamically untied embeddings](https://github.com/huggingface/transformers/pull/45135) — closed

### `javierdejesusda`

- profile: [github.com/javierdejesusda](https://github.com/javierdejesusda)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajavierdejesusda)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajavierdejesusda)
- repo first seen: `2026-03-22T17:27:20Z`
- repo last seen: `2026-03-28T00:06:03Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
- account age: **508 days**
- recent public PR activity: **46 PRs** (30 merged / 5 closed-unmerged / 11 open; merged rate **65%**, closed-unmerged rate **11%**, open rate **24%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
- heuristic read: **high recent PR volume; broad repo spread**

Example artifacts:
- [PR #45079: Fix resized LM head weights being overwritten by post_init](https://github.com/huggingface/transformers/pull/45079) — closed, merged
- [PR #45019: Fix GraniteConfig type hints to accept int for multiplier fields](https://github.com/huggingface/transformers/pull/45019) — closed, merged
- [PR #44930: fix: split MXFP4 dependency checks for specific error messages](https://github.com/huggingface/transformers/pull/44930) — closed, merged

### `jayakumarpujar`

- profile: [github.com/jayakumarpujar](https://github.com/jayakumarpujar)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajayakumarpujar)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajayakumarpujar)
- repo first seen: `2026-03-01T01:47:44Z`
- repo last seen: `2026-03-01T03:43:16Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2663 days**
- recent public PR activity: **17 PRs** (13 merged / 3 closed-unmerged / 1 open; merged rate **76%**, closed-unmerged rate **18%**, open rate **6%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #44366: Fix resume_from_checkpoint key mismatch for models with _checkpoint_conversion_mapping](https://github.com/huggingface/transformers/pull/44366) — closed
- [PR #44364: Add missing ReLU in GlmMoeDsaIndexer scoring](https://github.com/huggingface/transformers/pull/44364) — closed
- [PR #44363: Fix off-by-one in decode_spans causing ValueError with np.argpartition](https://github.com/huggingface/transformers/pull/44363) — closed

### `jnMetaCode`

- profile: [github.com/jnMetaCode](https://github.com/jnMetaCode)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AjnMetaCode)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AjnMetaCode)
- repo first seen: `2026-03-08T09:21:22Z`
- repo last seen: `2026-03-08T09:21:27Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **4011 days**
- recent public PR activity: **206 PRs** (64 merged / 82 closed-unmerged / 60 open; merged rate **31%**, closed-unmerged rate **40%**, open rate **29%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; very broad repo spread; targets high-star repos**

Example artifacts:
- [PR #44525: Fix KeyError in _parse_type_hint when Union contains Any](https://github.com/huggingface/transformers/pull/44525) — closed, merged
- [PR #44524: Fix AssistantTracker.is_active() returning False after activation with empty lists](https://github.com/huggingface/transformers/pull/44524) — closed, merged
- [PR #44523: Fix error message label and docstring default in load_sharded_checkpoint](https://github.com/huggingface/transformers/pull/44523) — closed, merged

### `juliendenize`

- profile: [github.com/juliendenize](https://github.com/juliendenize)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajuliendenize)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajuliendenize)
- repo first seen: `2026-03-13T10:24:11Z`
- repo last seen: `2026-04-07T20:42:59Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **5 comments / 3 reviews / 3 review comments**
- account age: **2852 days**
- recent public PR activity: **26 PRs** (20 merged / 5 closed-unmerged / 1 open; merged rate **77%**, closed-unmerged rate **19%**, open rate **4%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume; targets high-star repos**

Example artifacts:
- [PR #44760: Add Mistral 4](https://github.com/huggingface/transformers/pull/44760) — closed, merged
- [PR #44747: Add apply_yarn_scaling as optional key to yarn](https://github.com/huggingface/transformers/pull/44747) — closed
- [PR #44656: [MistralCommonBackend] Upgrade mistral-common to v1.10.0](https://github.com/huggingface/transformers/pull/44656) — closed, merged

### `kmswin1`

- profile: [github.com/kmswin1](https://github.com/kmswin1)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akmswin1)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akmswin1)
- repo first seen: `2026-03-09T09:03:10Z`
- repo last seen: `2026-04-14T07:23:05Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **3380 days**
- recent public PR activity: **4 PRs** (1 merged / 2 closed-unmerged / 1 open; merged rate **25%**, closed-unmerged rate **50%**, open rate **25%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #45426: Feature/add axk1](https://github.com/huggingface/transformers/pull/45426) — open
- [PR #45334: Feature/add axk1](https://github.com/huggingface/transformers/pull/45334) — closed
- [PR #44539: Add A.X K1](https://github.com/huggingface/transformers/pull/44539) — closed

### `Lidang-Jiang`

- profile: [github.com/Lidang-Jiang](https://github.com/Lidang-Jiang)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALidang-Jiang)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALidang-Jiang)
- repo first seen: `2026-03-27T02:44:21Z`
- repo last seen: `2026-03-27T14:45:27Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **6 comments / 1 reviews / 1 review comments**
- account age: **1230 days**
- recent public PR activity: **115 PRs** (43 merged / 15 closed-unmerged / 57 open; merged rate **37%**, closed-unmerged rate **13%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**

Example artifacts:
- [PR #45045: [Bugfix] Remove incorrect torchvision requirement from PIL backend image processors](https://github.com/huggingface/transformers/pull/45045) — closed, merged
- [PR #45043: [Bugfix] Use sys.modules.get() to avoid KeyError in modeling_utils](https://github.com/huggingface/transformers/pull/45043) — closed
- [PR #45039: [Bugfix] Propagate interpolate_pos_encoding through Pixio model](https://github.com/huggingface/transformers/pull/45039) — closed

### `matisgagneux21`

- profile: [github.com/matisgagneux21](https://github.com/matisgagneux21)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amatisgagneux21)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amatisgagneux21)
- repo first seen: `2026-02-23T00:10:48Z`
- repo last seen: `2026-02-23T00:43:59Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **53 days**
- recent public PR activity: **5 PRs** (3 merged / 2 closed-unmerged / 0 open; merged rate **60%**, closed-unmerged rate **40%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #44219: Docs(it): fix typo in docstring wording](https://github.com/huggingface/transformers/pull/44219) — closed, merged
- [PR #44218: Docs(it): fix typo in sentencepiece install command](https://github.com/huggingface/transformers/pull/44218) — closed, merged
- [PR #44217: Docs(it): update deprecated grouped_entities reference](https://github.com/huggingface/transformers/pull/44217) — closed

### `onel`

- profile: [github.com/onel](https://github.com/onel)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aonel)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aonel)
- repo first seen: `2026-02-26T22:44:41Z`
- repo last seen: `2026-02-27T00:02:49Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **5050 days**
- recent public PR activity: **15 PRs** (7 merged / 6 closed-unmerged / 2 open; merged rate **47%**, closed-unmerged rate **40%**, open rate **13%**)
- public orgs: `code4romania`, `peermetrics`
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs**

Example artifacts:
- [PR #44311: Add species bias documentation to model cards and docs](https://github.com/huggingface/transformers/pull/44311) — closed
- [PR #44310: docs: Add Pruna AI integration documentation](https://github.com/huggingface/transformers/pull/44310) — closed
- [PR #44309: Add SkyPilot deployment documentation to DeepSpeed guide](https://github.com/huggingface/transformers/pull/44309) — closed

### `paipeline`

- profile: [github.com/paipeline](https://github.com/paipeline)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apaipeline)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apaipeline)
- repo first seen: `2026-02-22T14:37:25Z`
- repo last seen: `2026-02-25T18:38:15Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1791 days**
- recent public PR activity: **43 PRs** (2 merged / 25 closed-unmerged / 16 open; merged rate **5%**, closed-unmerged rate **58%**, open rate **37%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
- heuristic read: **high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #44284: Fix Mixtral auxiliary loss computation when output_router_logits=False](https://github.com/huggingface/transformers/pull/44284) — closed
- [PR #44274: Fix auxiliary load balancing loss computation when output_router_logits=False](https://github.com/huggingface/transformers/pull/44274) — closed
- [PR #44209: Fix LayoutLMv2Tokenizer NER crashes with word_labels](https://github.com/huggingface/transformers/pull/44209) — closed

### `saivedant169`

- profile: [github.com/saivedant169](https://github.com/saivedant169)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asaivedant169)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asaivedant169)
- repo first seen: `2026-03-14T16:47:42Z`
- repo last seen: `2026-03-16T17:19:29Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 1 reviews / 0 review comments**
- account age: **1712 days**
- recent public PR activity: **63 PRs** (37 merged / 10 closed-unmerged / 16 open; merged rate **59%**, closed-unmerged rate **16%**, open rate **25%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
- heuristic read: **high recent PR volume; very broad repo spread; targets high-star repos**

Example artifacts:
- [PR #44707: Add position_ids to MptForCausalLM forward pass](https://github.com/huggingface/transformers/pull/44707) — closed
- [PR #44706: Add position_ids to BloomForCausalLM forward pass](https://github.com/huggingface/transformers/pull/44706) — closed
- [PR #44705: Add position_ids to RoFormerForCausalLM forward pass](https://github.com/huggingface/transformers/pull/44705) — closed

### `YangKai0616`

- profile: [github.com/YangKai0616](https://github.com/YangKai0616)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYangKai0616)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYangKai0616)
- repo first seen: `2025-12-24T11:54:53Z`
- repo last seen: `2026-03-11T08:14:11Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **10**
- snapshot authored PRs/issues: **10 PRs / 0 issues**
- snapshot discussion activity: **9 comments / 23 reviews / 23 review comments**
- account age: **1466 days**
- recent public PR activity: **15 PRs** (7 merged / 3 closed-unmerged / 5 open; merged rate **47%**, closed-unmerged rate **20%**, open rate **33%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #44540: Fix UnboundLocalError for tp_plan_alt when tp_plan is empty](https://github.com/huggingface/transformers/pull/44540) — closed, merged
- [PR #44536: Supplement skip logic for XPU in the CPU-only tp tests](https://github.com/huggingface/transformers/pull/44536) — closed, merged
- [PR #43905: XPU now supports backward for the FA2 fixed path](https://github.com/huggingface/transformers/pull/43905) — closed, merged

### `math-hiyoko`

- profile: [github.com/math-hiyoko](https://github.com/math-hiyoko)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amath-hiyoko)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amath-hiyoko)
- repo first seen: `2026-02-08T01:31:10Z`
- repo last seen: `2026-03-14T04:24:20Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **11**
- snapshot authored PRs/issues: **4 PRs / 7 issues**
- snapshot discussion activity: **5 comments / 1 reviews / 1 review comments**
- account age: **2390 days**
- recent public PR activity: **4 PRs** (3 merged / 0 closed-unmerged / 1 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #44513: Fix: Remove references to transformers run command](https://github.com/huggingface/transformers/pull/44513) — closed, merged
- [PR #44510: Fix: Remove references to `text2text-generation`, `summarization` and `translation` pipeline tasks](https://github.com/huggingface/transformers/pull/44510) — closed, merged
- [PR #43903: fix: TextClassificationPipeline docs mentioning deprecated return_all_scores](https://github.com/huggingface/transformers/pull/43903) — closed, merged
- [Issue #44671: CamemBERT produces incorrect masked LM predictions in v5](https://github.com/huggingface/transformers/issues/44671) — closed
- [Issue #44512: Docs still mention transformers run command which was removed in v5](https://github.com/huggingface/transformers/issues/44512) — closed
- [Issue #44509: Docs still mention text2text-generation / summarization / translation pipeline tasks which were removed in v5](https://github.com/huggingface/transformers/issues/44509) — closed

### `redpanda1995`

- profile: [github.com/redpanda1995](https://github.com/redpanda1995)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aredpanda1995)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aredpanda1995)
- repo first seen: `2026-02-07T19:04:11Z`
- repo last seen: `2026-03-01T22:57:56Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 29 reviews / 1 review comments**
- account age: **102 days**
- recent public PR activity: **3 PRs** (1 merged / 2 closed-unmerged / 0 open; merged rate **33%**, closed-unmerged rate **67%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **young account; many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #44378: Fix logging with each layer with ms-swift lora fine-tuning ](https://github.com/huggingface/transformers/pull/44378) — closed
- [PR #44377: Implement Tensor Parallelism (TP) support for compressed tensors quantization](https://github.com/huggingface/transformers/pull/44377) — closed
- [PR #43823: Add `facebook/MobileLLM-125M`](https://github.com/huggingface/transformers/pull/43823) — open

### `zhang-prog`

- profile: [github.com/zhang-prog](https://github.com/zhang-prog)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azhang-prog)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azhang-prog)
- repo first seen: `2025-12-23T11:18:14Z`
- repo last seen: `2026-04-08T15:09:07Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **37 comments / 296 reviews / 297 review comments**
- account age: **2074 days**
- recent public PR activity: **19 PRs** (16 merged / 2 closed-unmerged / 1 open; merged rate **84%**, closed-unmerged rate **11%**, open rate **5%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #45281: Fix resize failure caused by zero-sized masks in PP-DocLayoutV3](https://github.com/huggingface/transformers/pull/45281) — closed, merged
- [PR #44808: [Model] Add PP-OCRv5_server_rec and  PP-OCRv5_mobile_rec models Support](https://github.com/huggingface/transformers/pull/44808) — closed, merged
- [PR #43098: [Model] Add PP-DocLayoutV3 Model Support](https://github.com/huggingface/transformers/pull/43098) — closed, merged

### `xenova`

- profile: [github.com/xenova](https://github.com/xenova)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Axenova)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Axenova)
- repo first seen: `2025-11-18T16:26:23Z`
- repo last seen: `2026-04-14T09:38:28Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **6**
- snapshot authored PRs/issues: **3 PRs / 3 issues**
- snapshot discussion activity: **10 comments / 16 reviews / 17 review comments**
- account age: **3317 days**
- recent public PR activity: **61 PRs** (52 merged / 1 closed-unmerged / 8 open; merged rate **85%**, closed-unmerged rate **2%**, open rate **13%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume; targets high-star repos**

Example artifacts:
- [PR #44763: [nemotron_h] Add support for MLP mixers](https://github.com/huggingface/transformers/pull/44763) — closed
- [PR #44729: Avoid floating point math for ceil operations](https://github.com/huggingface/transformers/pull/44729) — open
- [PR #43473: Fix Apertus model loading (NotImplementedError: Cannot copy out of meta tensor; no data!)](https://github.com/huggingface/transformers/pull/43473) — closed, merged
- [Issue #44779: Deepseek tokenizer produces incorrect results as of v5 (works in v4)](https://github.com/huggingface/transformers/issues/44779) — closed
- [Issue #44496: ValueError: Unrecognized model in allenai/Olmo-Hybrid-Instruct-SFT-7B. Should have a `model_type` key in its config.json.](https://github.com/huggingface/transformers/issues/44496) — closed
- [Issue #43452: gguf_file breaks for AutoTokenizer.from_pretrained and AutoModelForCausalLM.from_pretrained](https://github.com/huggingface/transformers/issues/43452) — closed

### `gabe-l-hart`

- profile: [github.com/gabe-l-hart](https://github.com/gabe-l-hart)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agabe-l-hart)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agabe-l-hart)
- repo first seen: `2026-02-04T17:55:19Z`
- repo last seen: `2026-03-11T18:41:58Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **3 PRs / 1 issues**
- snapshot discussion activity: **6 comments / 19 reviews / 19 review comments**
- account age: **5242 days**
- recent public PR activity: **16 PRs** (13 merged / 1 closed-unmerged / 2 open; merged rate **81%**, closed-unmerged rate **6%**, open rate **12%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **high**, automation risk **low**
- heuristic read: **broad repo spread**

Example artifacts:
- [PR #44607: Idefics3 without cache fix](https://github.com/huggingface/transformers/pull/44607) — closed, merged
- [PR #44445: Adding support for GraniteDoclingHybrid](https://github.com/huggingface/transformers/pull/44445) — open, draft
- [PR #43781: fix: Load model with co-located adapter from local path (Granite Speech)](https://github.com/huggingface/transformers/pull/43781) — closed, merged
- [Issue #43746: [GraniteSpeechForConditionalGeneration] Models with PEFT adapters won't load from local checkpoints (from_pretrained)](https://github.com/huggingface/transformers/issues/43746) — closed

### `w4nderlust`

- profile: [github.com/w4nderlust](https://github.com/w4nderlust)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aw4nderlust)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aw4nderlust)
- repo first seen: `2026-04-03T04:55:51Z`
- repo last seen: `2026-04-09T21:51:04Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **2 PRs / 2 issues**
- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
- account age: **5740 days**
- recent public PR activity: **79 PRs** (57 merged / 2 closed-unmerged / 20 open; merged rate **72%**, closed-unmerged rate **3%**, open rate **25%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume; targets high-star repos**

Example artifacts:
- [PR #45300: Fix Nemotron-H: add mlp layer type support](https://github.com/huggingface/transformers/pull/45300) — open
- [PR #45207: [Gemma4] Add docstrings for Per-Layer Embeddings (PLE) pipeline](https://github.com/huggingface/transformers/pull/45207) — closed, merged
- [Issue #45206: Gemma4: PLE (Per-Layer Embeddings) implementation is underdocumented and config is misleading](https://github.com/huggingface/transformers/issues/45206) — closed
- [Issue #45205: Gemma4: chat_template missing from tokenizer_config.json, requires manual loading from separate file](https://github.com/huggingface/transformers/issues/45205) — open

### `ionut-anghelina`

- profile: [github.com/ionut-anghelina](https://github.com/ionut-anghelina)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aionut-anghelina)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aionut-anghelina)
- repo first seen: `2026-03-30T08:23:07Z`
- repo last seen: `2026-04-09T14:48:55Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **2 PRs / 1 issues**
- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
- account age: **556 days**
- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**

Example artifacts:
- [PR #45346: Fix Double Application of Softmax for Router Logits in MoE models](https://github.com/huggingface/transformers/pull/45346) — open
- [PR #45111: Fix double softmax in MoE router load-balancing loss](https://github.com/huggingface/transformers/pull/45111) — closed
- [Issue #45120: Double softmax in MoE router load-balancing loss (mixtral, qwen2_moe, qwen3_vl_moe families)](https://github.com/huggingface/transformers/issues/45120) — closed

### `Aftabbs`

- profile: [github.com/Aftabbs](https://github.com/Aftabbs)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAftabbs)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAftabbs)
- repo first seen: `2026-04-12T08:48:26Z`
- repo last seen: `2026-04-14T08:56:45Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1318 days**
- recent public PR activity: **30 PRs** (6 merged / 8 closed-unmerged / 16 open; merged rate **20%**, closed-unmerged rate **27%**, open rate **53%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
- heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**

Example artifacts:
- [PR #45427: fix(testing_utils): guard get_device_capability() with torch.cuda.is_available()](https://github.com/huggingface/transformers/pull/45427) — closed
- [PR #45383: fix(processing): guard message content access in apply_chat_template](https://github.com/huggingface/transformers/pull/45383) — closed

### `akhilc08`

- profile: [github.com/akhilc08](https://github.com/akhilc08)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aakhilc08)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aakhilc08)
- repo first seen: `2026-04-03T17:43:21Z`
- repo last seen: `2026-04-03T17:44:25Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **403 days**
- recent public PR activity: **21 PRs** (1 merged / 20 closed-unmerged / 0 open; merged rate **5%**, closed-unmerged rate **95%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #45227: fix: remove nonexistent PILImageResampling import from video_processing_utils](https://github.com/huggingface/transformers/pull/45227) — closed
- [PR #45226: fix: handle trailing replacement character in Whisper word timestamp decoding](https://github.com/huggingface/transformers/pull/45226) — closed

### `akintunero`

- profile: [github.com/akintunero](https://github.com/akintunero)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aakintunero)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aakintunero)
- repo first seen: `2026-03-30T13:48:47Z`
- repo last seen: `2026-03-30T22:45:01Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **3950 days**
- recent public PR activity: **15 PRs** (1 merged / 8 closed-unmerged / 6 open; merged rate **7%**, closed-unmerged rate **53%**, open rate **40%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**

Example artifacts:
- [PR #45132: Fix: Remove double softmax in MoE router load-balancing loss (Mixtral, Qwen2MoE, Qwen3VLMoE)](https://github.com/huggingface/transformers/pull/45132) — closed
- [PR #45119: Fix: Preserve PreTrainedConfig __init__ signatures for type checkers (fixes #45071)](https://github.com/huggingface/transformers/pull/45119) — closed

### `albertorkive`

- profile: [github.com/albertorkive](https://github.com/albertorkive)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aalbertorkive)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aalbertorkive)
- repo first seen: `2026-04-12T17:02:14Z`
- repo last seen: `2026-04-14T15:36:20Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
- account age: **698 days**
- recent public PR activity: **6 PRs** (0 merged / 2 closed-unmerged / 4 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars**

Example artifacts:
- [PR #45388: Make Gemma4ClippableLinear inherit from nn.Linear for PEFT/LoRA compatibility](https://github.com/huggingface/transformers/pull/45388) — closed
- [PR #45387: Fix flash_attention_3 detection and import for hopper wheel installs](https://github.com/huggingface/transformers/pull/45387) — closed

### `AmineDiro`

- profile: [github.com/AmineDiro](https://github.com/AmineDiro)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAmineDiro)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAmineDiro)
- repo first seen: `2026-04-14T15:35:56Z`
- repo last seen: `2026-04-16T10:59:14Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **3865 days**
- recent public PR activity: **17 PRs** (8 merged / 1 closed-unmerged / 8 open; merged rate **47%**, closed-unmerged rate **6%**, open rate **47%**)
- public orgs: `huggingface`
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #45473: Fix EP: RouterParallel shape, tp_plan property, grouped_mm sentinels](https://github.com/huggingface/transformers/pull/45473) — open
- [PR #45436: Add expert parallelism (EP) support for Qwen3 MoE + fix GroupedGemmParallel for 2D meshes](https://github.com/huggingface/transformers/pull/45436) — open

### `asuryateja`

- profile: [github.com/asuryateja](https://github.com/asuryateja)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aasuryateja)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aasuryateja)
- repo first seen: `2026-03-26T21:05:17Z`
- repo last seen: `2026-03-26T23:48:04Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1716 days**
- recent public PR activity: **5 PRs** (3 merged / 0 closed-unmerged / 2 open; merged rate **60%**, closed-unmerged rate **0%**, open rate **40%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share**

Example artifacts:
- [PR #45037: add missing colon in custom_attention function signature in attention…](https://github.com/huggingface/transformers/pull/45037) — open
- [PR #45035: docs: add PermuteForRope to conversion operations reverse table](https://github.com/huggingface/transformers/pull/45035) — closed, merged

### `BenjaminBossan`

- profile: [github.com/BenjaminBossan](https://github.com/BenjaminBossan)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan)
- repo first seen: `2024-10-17T11:56:32Z`
- repo last seen: `2026-04-17T09:56:33Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **12 comments / 4 reviews / 4 review comments**
- account age: **4501 days**
- recent public PR activity: **49 PRs** (45 merged / 1 closed-unmerged / 3 open; merged rate **92%**, closed-unmerged rate **2%**, open rate **6%**)
- public orgs: `huggingface`
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume; targets high-star repos**

Example artifacts:
- [PR #44592: FIX Multiple PEFT errors after v5 transition](https://github.com/huggingface/transformers/pull/44592) — closed, merged
- [PR #44478: [WIP] FIX Make Mixtral LoRA loading work](https://github.com/huggingface/transformers/pull/44478) — closed, merged

### `burtenshaw`

- profile: [github.com/burtenshaw](https://github.com/burtenshaw)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aburtenshaw)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aburtenshaw)
- repo first seen: `2026-03-03T11:35:13Z`
- repo last seen: `2026-04-10T19:37:53Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
- account age: **3611 days**
- recent public PR activity: **57 PRs** (38 merged / 5 closed-unmerged / 14 open; merged rate **67%**, closed-unmerged rate **9%**, open rate **25%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
- heuristic read: **high recent PR volume; broad repo spread**

Example artifacts:
- [PR #45365: Refactor GPT-J output tracing to use standardized decorators](https://github.com/huggingface/transformers/pull/45365) — closed
- [PR #44411: Update agentic contributions guidelines in AGENTS.md to force yielding.](https://github.com/huggingface/transformers/pull/44411) — closed, merged

### `dagecko`

- profile: [github.com/dagecko](https://github.com/dagecko)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adagecko)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adagecko)
- repo first seen: `2026-03-26T06:19:29Z`
- repo last seen: `2026-03-27T22:20:57Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **4479 days**
- recent public PR activity: **301 PRs** (33 merged / 186 closed-unmerged / 82 open; merged rate **11%**, closed-unmerged rate **62%**, open rate **27%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
- heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #45077: fix: pin 50 unpinned actions to commit SHA, extract 1 secret to env var](https://github.com/huggingface/transformers/pull/45077) — open
- [PR #45010: fix: pin 69 unpinned action(s),extract 2 unsafe expression(s) to env vars](https://github.com/huggingface/transformers/pull/45010) — closed

### `DatLe203`

- profile: [github.com/DatLe203](https://github.com/DatLe203)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADatLe203)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADatLe203)
- repo first seen: `2026-04-07T14:30:38Z`
- repo last seen: `2026-04-07T19:39:50Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **766 days**
- recent public PR activity: **3 PRs** (1 merged / 2 closed-unmerged / 0 open; merged rate **33%**, closed-unmerged rate **67%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #45298: Add new qwen2 5 vl](https://github.com/huggingface/transformers/pull/45298) — closed
- [PR #45291: First pull request](https://github.com/huggingface/transformers/pull/45291) — closed

### `eladsegal`

- profile: [github.com/eladsegal](https://github.com/eladsegal)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeladsegal)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeladsegal)
- repo first seen: `2026-04-09T05:56:31Z`
- repo last seen: `2026-04-09T07:37:59Z`
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- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **3919 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #45333: Add heterogeneous config support (per-layer configuration)](https://github.com/huggingface/transformers/pull/45333) — open
- [PR #45332: Add heterogeneous model support (per-layer config and modeling)](https://github.com/huggingface/transformers/pull/45332) — open

### `ErenAta16`

- profile: [github.com/ErenAta16](https://github.com/ErenAta16)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AErenAta16)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AErenAta16)
- repo first seen: `2026-03-27T13:43:38Z`
- repo last seen: `2026-03-27T15:23:38Z`
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- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
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- recent public PR activity: **4 PRs** (1 merged / 2 closed-unmerged / 1 open; merged rate **25%**, closed-unmerged rate **50%**, open rate **25%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #45062: Add regression test for ByteLevel added-token Unicode decode corruption](https://github.com/huggingface/transformers/pull/45062) — closed
- [PR #45060: Fix PIL backend fallback when torchvision is unavailable](https://github.com/huggingface/transformers/pull/45060) — open

### `excepshenal`

- profile: [github.com/excepshenal](https://github.com/excepshenal)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aexcepshenal)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aexcepshenal)
- repo first seen: `2026-02-21T00:06:16Z`
- repo last seen: `2026-04-06T21:11:21Z`
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- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
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- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #45273: fix: liger unnecessarily materializes logits in VRAM during eval, causing OOM](https://github.com/huggingface/transformers/pull/45273) — open
- [PR #44189: fix: don't move model to device under other dist train backends](https://github.com/huggingface/transformers/pull/44189) — open

### `ezylopx5`

- profile: [github.com/ezylopx5](https://github.com/ezylopx5)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aezylopx5)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aezylopx5)
- repo first seen: `2026-04-01T19:25:12Z`
- repo last seen: `2026-04-13T15:54:45Z`
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- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
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- recent public PR activity: **7 PRs** (1 merged / 2 closed-unmerged / 4 open; merged rate **14%**, closed-unmerged rate **29%**, open rate **57%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #45413: Fix EtaLogitsWarper on fully masked logits](https://github.com/huggingface/transformers/pull/45413) — open
- [PR #45172: Add TopNSigmaLogitsWarper and top_n_sigma generation config support](https://github.com/huggingface/transformers/pull/45172) — closed

### `FaizanImran-blip`

- profile: [github.com/FaizanImran-blip](https://github.com/FaizanImran-blip)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AFaizanImran-blip)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AFaizanImran-blip)
- repo first seen: `2026-03-30T19:10:48Z`
- repo last seen: `2026-04-06T20:48:30Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **393 days**
- recent public PR activity: **4 PRs** (1 merged / 1 closed-unmerged / 2 open; merged rate **25%**, closed-unmerged rate **25%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #45154: Pretrained-config bug(45072/huggingfacebug)](https://github.com/huggingface/transformers/pull/45154) — closed
- [PR #45128: Fix: handle future annotations in _process_kwargs_parameters](https://github.com/huggingface/transformers/pull/45128) — open

### `GitGlimpse895`

- profile: [github.com/GitGlimpse895](https://github.com/GitGlimpse895)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AGitGlimpse895)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AGitGlimpse895)
- repo first seen: `2026-04-12T10:14:58Z`
- repo last seen: `2026-04-19T07:34:56Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
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- recent public PR activity: **9 PRs** (0 merged / 4 closed-unmerged / 5 open; merged rate **0%**, closed-unmerged rate **44%**, open rate **56%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **high**
- heuristic read: **very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #45510: cache_utils: fix QuantizedLayer to correctly propagate reorder_cache, crop, and batch ops to quantized buffers](https://github.com/huggingface/transformers/pull/45510) — open
- [PR #45384: generation/stopping_criteria: short-circuit StoppingCriteriaList when all sequences are done](https://github.com/huggingface/transformers/pull/45384) — closed

### `guoyangzhen`

- profile: [github.com/guoyangzhen](https://github.com/guoyangzhen)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguoyangzhen)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguoyangzhen)
- repo first seen: `2026-03-20T13:03:54Z`
- repo last seen: `2026-03-20T22:08:49Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2589 days**
- recent public PR activity: **135 PRs** (11 merged / 45 closed-unmerged / 79 open; merged rate **8%**, closed-unmerged rate **33%**, open rate **59%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**

Example artifacts:
- [PR #44902: fix: Whisper word timestamp OOB access on trailing replacement char](https://github.com/huggingface/transformers/pull/44902) — closed
- [PR #44885: fix: prevent IndexError in Whisper word timestamp decode](https://github.com/huggingface/transformers/pull/44885) — closed

### `haosenwang1018`

- profile: [github.com/haosenwang1018](https://github.com/haosenwang1018)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahaosenwang1018)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahaosenwang1018)
- repo first seen: `2026-02-26T00:58:35Z`
- repo last seen: `2026-02-27T03:27:26Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **725 days**
- recent public PR activity: **1000 PRs** (112 merged / 444 closed-unmerged / 537 open; merged rate **11%**, closed-unmerged rate **44%**, open rate **44%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
- heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share**

Example artifacts:
- [PR #44312: fix: replace 8 bare except clauses with except Exception](https://github.com/huggingface/transformers/pull/44312) — closed
- [PR #44289: fix: replace 8 bare except clauses with except Exception](https://github.com/huggingface/transformers/pull/44289) — closed

### `he-yufeng`

- profile: [github.com/he-yufeng](https://github.com/he-yufeng)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahe-yufeng)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahe-yufeng)
- repo first seen: `2026-03-14T18:33:53Z`
- repo last seen: `2026-03-24T13:30:38Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **4 comments / 2 reviews / 2 review comments**
- account age: **2869 days**
- recent public PR activity: **114 PRs** (41 merged / 19 closed-unmerged / 54 open; merged rate **36%**, closed-unmerged rate **17%**, open rate **47%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**

Example artifacts:
- [PR #44892: Fix AutoImageProcessor.from_pretrained failing on URL input](https://github.com/huggingface/transformers/pull/44892) — closed
- [PR #44710: Fix AutoProcessor.from_pretrained silently dropping hub kwargs](https://github.com/huggingface/transformers/pull/44710) — closed, merged

### `hijingsong`

- profile: [github.com/hijingsong](https://github.com/hijingsong)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahijingsong)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahijingsong)
- repo first seen: `2026-04-11T16:23:48Z`
- repo last seen: `2026-04-11T19:40:19Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **24 days**
- recent public PR activity: **17 PRs** (0 merged / 5 closed-unmerged / 12 open; merged rate **0%**, closed-unmerged rate **29%**, open rate **71%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
- heuristic read: **very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #45379: fix(config): add deepstack_visual_indexes to Qwen3_5MoeVisionConfig](https://github.com/huggingface/transformers/pull/45379) — open
- [PR #45378: fix(mistral): guard ReasoningEffort import for older mistral_common versions](https://github.com/huggingface/transformers/pull/45378) — open

### `kallewoof`

- profile: [github.com/kallewoof](https://github.com/kallewoof)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akallewoof)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akallewoof)
- repo first seen: `2026-03-24T23:50:07Z`
- repo last seen: `2026-04-09T14:34:19Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
- account age: **5838 days**
- recent public PR activity: **6 PRs** (3 merged / 3 closed-unmerged / 0 open; merged rate **50%**, closed-unmerged rate **50%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #45235: feat/rfc/poc: Agnostic GPU](https://github.com/huggingface/transformers/pull/45235) — closed, draft
- [PR #44980: bug-fix: do not assume torch.cuda is available when setting up norm values, even if flash linear attention is available](https://github.com/huggingface/transformers/pull/44980) — closed

### `KartikPawade`

- profile: [github.com/KartikPawade](https://github.com/KartikPawade)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKartikPawade)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKartikPawade)
- repo first seen: `2026-03-06T18:49:59Z`
- repo last seen: `2026-03-18T16:22:25Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **8 comments / 0 reviews / 0 review comments**
- account age: **1843 days**
- recent public PR activity: **6 PRs** (3 merged / 1 closed-unmerged / 2 open; merged rate **50%**, closed-unmerged rate **17%**, open rate **33%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #44518: fix: Qwen2_5_VLProcessor crashes on batched input when padding=False …](https://github.com/huggingface/transformers/pull/44518) — closed
- [PR #44508: Fix unexpected `position_ids` keys when loading OwlViT models](https://github.com/huggingface/transformers/pull/44508) — closed, merged

### `Kash6`

- profile: [github.com/Kash6](https://github.com/Kash6)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKash6)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKash6)
- repo first seen: `2026-04-01T18:07:49Z`
- repo last seen: `2026-04-16T03:54:51Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
- account age: **2226 days**
- recent public PR activity: **6 PRs** (2 merged / 0 closed-unmerged / 4 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
- public orgs: `CynatraDevelopers`
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #45330: Fix Qwen2.5-VL temporal RoPE scaling applied to still images](https://github.com/huggingface/transformers/pull/45330) — closed, merged
- [PR #45171: Fix Sam3Processor missing input_boxes_labels for padded None entries](https://github.com/huggingface/transformers/pull/45171) — closed, merged

### `KetanP1618`

- profile: [github.com/KetanP1618](https://github.com/KetanP1618)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKetanP1618)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKetanP1618)
- repo first seen: `2026-04-06T17:41:14Z`
- repo last seen: `2026-04-06T17:59:13Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1632 days**
- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #45267: Add docstring to FFN.forward in DistilBERT](https://github.com/huggingface/transformers/pull/45267) — open
- [PR #45266: Add docstrings to AlbertMLMHead and AlbertSOPHead forward methods](https://github.com/huggingface/transformers/pull/45266) — closed

### `kmbhattt-aws`

- profile: [github.com/kmbhattt-aws](https://github.com/kmbhattt-aws)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akmbhattt-aws)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akmbhattt-aws)
- repo first seen: `2026-03-11T01:01:18Z`
- repo last seen: `2026-03-12T23:01:11Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **37 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #44641: Conditinally passing and_mask_function arg to create_causal_mask ](https://github.com/huggingface/transformers/pull/44641) — open, draft
- [PR #44587: Fix: Handling fused qkv result tensor slicing for tp sharded qkv weights](https://github.com/huggingface/transformers/pull/44587) — open, draft

### `knQzx`

- profile: [github.com/knQzx](https://github.com/knQzx)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AknQzx)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AknQzx)
- repo first seen: `2026-03-28T16:37:49Z`
- repo last seen: `2026-03-28T16:40:07Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1956 days**
- recent public PR activity: **73 PRs** (10 merged / 22 closed-unmerged / 41 open; merged rate **14%**, closed-unmerged rate **30%**, open rate **56%**)
- public orgs: `soqa-io`
- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
- heuristic read: **high recent PR volume; very broad repo spread; high open PR share**

Example artifacts:
- [PR #45088: fix audio encoder output length formula in qwen3_omni_moe](https://github.com/huggingface/transformers/pull/45088) — closed
- [PR #45086: fix AttributeError in _patch_mistral_regex](https://github.com/huggingface/transformers/pull/45086) — open

### `Kokonico`

- profile: [github.com/Kokonico](https://github.com/Kokonico)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKokonico)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKokonico)
- repo first seen: `2026-02-27T19:30:30Z`
- repo last seen: `2026-03-02T18:23:08Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 2 reviews / 1 review comments**
- account age: **1566 days**
- recent public PR activity: **3 PRs** (1 merged / 2 closed-unmerged / 0 open; merged rate **33%**, closed-unmerged rate **67%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #44400: fix: interactive terminal checks for formatting in loading_report.py](https://github.com/huggingface/transformers/pull/44400) — closed
- [PR #44341: Fix and optimize ANSI color handling in loading report for interactive terminals](https://github.com/huggingface/transformers/pull/44341) — closed

### `kushalkkb`

- profile: [github.com/kushalkkb](https://github.com/kushalkkb)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akushalkkb)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akushalkkb)
- repo first seen: `2026-03-06T17:24:10Z`
- repo last seen: `2026-03-06T17:47:37Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1041 days**
- recent public PR activity: **3 PRs** (1 merged / 2 closed-unmerged / 0 open; merged rate **33%**, closed-unmerged rate **67%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #44505: Improve error handling in load_vocab for invalid vocabulary path](https://github.com/huggingface/transformers/pull/44505) — closed
- [PR #44504: Improve error handling in load_vocab for invalid vocabulary path](https://github.com/huggingface/transformers/pull/44504) — closed

### `leopold-tzafon`

- profile: [github.com/leopold-tzafon](https://github.com/leopold-tzafon)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aleopold-tzafon)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aleopold-tzafon)
- repo first seen: `2026-02-19T15:45:13Z`
- repo last seen: `2026-03-11T20:38:14Z`
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- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **10 comments / 0 reviews / 0 review comments**
- account age: **451 days**
- recent public PR activity: **4 PRs** (4 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #44433: fix: raise error if mm_token_type_ids not supplied ](https://github.com/huggingface/transformers/pull/44433) — closed, merged
- [PR #44158: fix bug with position_ids on qwen3-vl models, such that position_ids include text position](https://github.com/huggingface/transformers/pull/44158) — closed, merged

### `mario-sanz`

- profile: [github.com/mario-sanz](https://github.com/mario-sanz)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amario-sanz)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amario-sanz)
- repo first seen: `2026-02-24T13:54:30Z`
- repo last seen: `2026-02-26T08:45:31Z`
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- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 2 reviews / 2 review comments**
- account age: **2022 days**
- recent public PR activity: **3 PRs** (1 merged / 1 closed-unmerged / 1 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #44294: Fix: use `TokenizersBackend` for Olmo3 to preserve custom `pre_tokenizer`](https://github.com/huggingface/transformers/pull/44294) — closed, merged
- [PR #44254: Fix fast tokenizers overwriting custom `pre_tokenizer` from `tokenizer.json`](https://github.com/huggingface/transformers/pull/44254) — closed

### `matdou`

- profile: [github.com/matdou](https://github.com/matdou)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amatdou)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amatdou)
- repo first seen: `2026-03-26T23:00:35Z`
- repo last seen: `2026-04-03T07:44:32Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1502 days**
- recent public PR activity: **6 PRs** (0 merged / 3 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**

Example artifacts:
- [PR #45211: [Qwen3MoE] Fix wrong return type annotation in Qwen3MoeSparseMoeBlock.forward](https://github.com/huggingface/transformers/pull/45211) — closed
- [PR #45036: [fix] BC for legacy configs with top-level rope_theta when rope_parameters is set via rope_scaling](https://github.com/huggingface/transformers/pull/45036) — closed

### `maxsloef-goodfire`

- profile: [github.com/maxsloef-goodfire](https://github.com/maxsloef-goodfire)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amaxsloef-goodfire)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amaxsloef-goodfire)
- repo first seen: `2026-03-21T20:25:51Z`
- repo last seen: `2026-04-09T13:39:02Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **315 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **young account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #44915: fix: skip `clean_up_tokenization` for BPE tokenizers in `PreTrainedTokenizerFast`](https://github.com/huggingface/transformers/pull/44915) — open
- [PR #44914: fix: set `clean_up_tokenization_spaces=False` in Llama 3 tokenizer conversion](https://github.com/huggingface/transformers/pull/44914) — closed, merged

### `MaybeSam05`

- profile: [github.com/MaybeSam05](https://github.com/MaybeSam05)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMaybeSam05)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMaybeSam05)
- repo first seen: `2026-03-11T22:52:23Z`
- repo last seen: `2026-03-12T13:25:54Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2114 days**
- recent public PR activity: **8 PRs** (2 merged / 4 closed-unmerged / 2 open; merged rate **25%**, closed-unmerged rate **50%**, open rate **25%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #44630: Fix Qwen3.5 num_labels propagation to text_config (fix #44625)](https://github.com/huggingface/transformers/pull/44630) — closed
- [PR #44615: Restore is_torch_fx_available for trust_remote_code backwards compatibility](https://github.com/huggingface/transformers/pull/44615) — open

### `onwp`

- profile: [github.com/onwp](https://github.com/onwp)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aonwp)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aonwp)
- repo first seen: `2026-04-01T05:05:40Z`
- repo last seen: `2026-04-02T12:28:44Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **2575 days**
- recent public PR activity: **14 PRs** (5 merged / 1 closed-unmerged / 8 open; merged rate **36%**, closed-unmerged rate **7%**, open rate **57%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
- heuristic read: **broad repo spread; high open PR share; targets high-star repos**

Example artifacts:
- [PR #45159: Add Turkish documentation: Get Started section](https://github.com/huggingface/transformers/pull/45159) — closed
- [PR #45158: Add Turkish (tr) translation for Get Started section](https://github.com/huggingface/transformers/pull/45158) — closed, merged

### `osman-akkawi`

- profile: [github.com/osman-akkawi](https://github.com/osman-akkawi)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aosman-akkawi)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aosman-akkawi)
- repo first seen: `2026-03-27T17:04:14Z`
- repo last seen: `2026-03-27T20:31:59Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **825 days**
- recent public PR activity: **2 PRs** (0 merged / 2 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #45076: Osman-Level Innovations: Hardware-Aware Advisor & Selective Weight Surgery CLI](https://github.com/huggingface/transformers/pull/45076) — closed
- [PR #45066: [PR] Unique Enhancement: Transformers Model Advisor & Legacy Cleanup](https://github.com/huggingface/transformers/pull/45066) — closed

### `philippguevorguian`

- profile: [github.com/philippguevorguian](https://github.com/philippguevorguian)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aphilippguevorguian)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aphilippguevorguian)
- repo first seen: `2025-10-10T14:52:07Z`
- repo last seen: `2026-03-30T15:29:14Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 172 reviews / 172 review comments**
- account age: **1996 days**
- recent public PR activity: **9 PRs** (7 merged / 2 closed-unmerged / 0 open; merged rate **78%**, closed-unmerged rate **22%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #44975: fix: rebase main; clean config reads, ImageProcessor backend, misc cleanup](https://github.com/huggingface/transformers/pull/44975) — closed
- [PR #44859: refactor: rope in model, flatten vision, rely on qwen3 backone, misc changes](https://github.com/huggingface/transformers/pull/44859) — closed

### `r266-tech`

- profile: [github.com/r266-tech](https://github.com/r266-tech)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ar266-tech)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ar266-tech)
- repo first seen: `2026-03-22T17:28:57Z`
- repo last seen: `2026-03-22T17:31:03Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **206 days**
- recent public PR activity: **202 PRs** (38 merged / 72 closed-unmerged / 92 open; merged rate **19%**, closed-unmerged rate **36%**, open rate **46%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
- heuristic read: **young account; extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**

Example artifacts:
- [PR #44932: Fix: Pass scheduler_specific_kwargs to inverse_sqrt scheduler](https://github.com/huggingface/transformers/pull/44932) — closed
- [PR #44931: fix(camembert): add tie_word_embeddings=True to CamembertConfig](https://github.com/huggingface/transformers/pull/44931) — closed, merged

### `rtrompier`

- profile: [github.com/rtrompier](https://github.com/rtrompier)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Artrompier)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Artrompier)
- repo first seen: `2026-04-15T08:26:45Z`
- repo last seen: `2026-04-17T09:17:55Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **4939 days**
- recent public PR activity: **104 PRs** (59 merged / 2 closed-unmerged / 43 open; merged rate **57%**, closed-unmerged rate **2%**, open rate **41%**)
- public orgs: `smartwavesa`
- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share**

Example artifacts:
- [PR #45474: chore: bump doc-builder SHA for main doc build workflow](https://github.com/huggingface/transformers/pull/45474) — closed, draft
- [PR #45450: chore: bump doc-builder SHA for PR upload workflow](https://github.com/huggingface/transformers/pull/45450) — open

### `saslifat-gif`

- profile: [github.com/saslifat-gif](https://github.com/saslifat-gif)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asaslifat-gif)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asaslifat-gif)
- repo first seen: `2026-04-02T14:08:15Z`
- repo last seen: `2026-04-16T15:45:37Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **8 comments / 0 reviews / 0 review comments**
- account age: **229 days**
- recent public PR activity: **6 PRs** (1 merged / 2 closed-unmerged / 3 open; merged rate **17%**, closed-unmerged rate **33%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **young account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #45402: Fix ZeRO-3 from_pretrained: load registered buffers in _load_state_dict_into_zero3_model](https://github.com/huggingface/transformers/pull/45402) — closed, merged
- [PR #45191: Add edge case tests for out-of-range token id decoding in Qwen2 tokenizer](https://github.com/huggingface/transformers/pull/45191) — closed

### `sdharani91`

- profile: [github.com/sdharani91](https://github.com/sdharani91)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asdharani91)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asdharani91)
- repo first seen: `2026-03-18T05:45:40Z`
- repo last seen: `2026-04-15T13:57:34Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **14 comments / 13 reviews / 13 review comments**
- account age: **3365 days**
- recent public PR activity: **3 PRs** (0 merged / 1 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #45034: Pass packed boundary metadata to Qwen3.5 linear-attention fast kernels from data collator](https://github.com/huggingface/transformers/pull/45034) — open
- [PR #44867: Pass packed boundary metadata to Qwen3.5 linear-attention fast kernels](https://github.com/huggingface/transformers/pull/44867) — closed

### `sergiopaniego`

- profile: [github.com/sergiopaniego](https://github.com/sergiopaniego)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asergiopaniego)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergiopaniego)
- repo first seen: `2026-03-19T10:22:40Z`
- repo last seen: `2026-04-10T12:18:45Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **3718 days**
- recent public PR activity: **28 PRs** (19 merged / 0 closed-unmerged / 9 open; merged rate **68%**, closed-unmerged rate **0%**, open rate **32%**)
- public orgs: `JdeRobot`, `TheRoboticsClub`, `huggingface`
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume; targets high-star repos**

Example artifacts:
- [PR #44873: Fix VL model rope_deltas batch size mismatch in online RL training](https://github.com/huggingface/transformers/pull/44873) — closed, merged
- [PR #44853: Fix Zamba2MambaMixer ignoring use_mamba_kernels=False](https://github.com/huggingface/transformers/pull/44853) — open

### `sharziki`

- profile: [github.com/sharziki](https://github.com/sharziki)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asharziki)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asharziki)
- repo first seen: `2026-04-11T02:31:44Z`
- repo last seen: `2026-04-11T02:42:07Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **1559 days**
- recent public PR activity: **13 PRs** (2 merged / 6 closed-unmerged / 5 open; merged rate **15%**, closed-unmerged rate **46%**, open rate **38%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #45369: fix(generation): handle CUDA multinomial limit in beam search sampling](https://github.com/huggingface/transformers/pull/45369) — closed
- [PR #45368: fix(serving): resolve rust tokenizer from ProcessorMixin in streaming generation](https://github.com/huggingface/transformers/pull/45368) — closed, merged

### `thakoreh`

- profile: [github.com/thakoreh](https://github.com/thakoreh)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Athakoreh)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Athakoreh)
- repo first seen: `2026-02-23T21:27:09Z`
- repo last seen: `2026-03-04T07:47:02Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **2947 days**
- recent public PR activity: **118 PRs** (10 merged / 68 closed-unmerged / 40 open; merged rate **8%**, closed-unmerged rate **58%**, open rate **34%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #44429: Fix ANSI codes emitted in loading_report when stdout is not a TTY](https://github.com/huggingface/transformers/pull/44429) — closed
- [PR #44243: fix: add load balancing loss when output_router_logits=False](https://github.com/huggingface/transformers/pull/44243) — closed

### `tonglei19961121`

- profile: [github.com/tonglei19961121](https://github.com/tonglei19961121)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atonglei19961121)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atonglei19961121)
- repo first seen: `2026-02-27T11:44:01Z`
- repo last seen: `2026-02-27T12:29:06Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **2272 days**
- recent public PR activity: **2 PRs** (0 merged / 2 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #44324: docs: Add document-question-answering example to pipeline tutorial](https://github.com/huggingface/transformers/pull/44324) — closed
- [PR #44323: docs: Add document-question-answering example to pipeline tutorial](https://github.com/huggingface/transformers/pull/44323) — closed

### `tyler-romero`

- profile: [github.com/tyler-romero](https://github.com/tyler-romero)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atyler-romero)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atyler-romero)
- repo first seen: `2026-02-10T18:34:03Z`
- repo last seen: `2026-03-18T20:24:58Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 4 reviews / 9 review comments**
- account age: **3479 days**
- recent public PR activity: **24 PRs** (15 merged / 6 closed-unmerged / 3 open; merged rate **62%**, closed-unmerged rate **25%**, open rate **12%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
- heuristic read: **broad repo spread**

Example artifacts:
- [PR #44836: Add cu_seqlens support to OlmoHybridGatedDeltaNet for packed sequences](https://github.com/huggingface/transformers/pull/44836) — open, draft
- [PR #44416: [tiny] Add olmo_hybrid to tokenizer auto-mapping](https://github.com/huggingface/transformers/pull/44416) — closed, merged

### `umbilnm`

- profile: [github.com/umbilnm](https://github.com/umbilnm)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aumbilnm)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aumbilnm)
- repo first seen: `2026-03-08T19:38:32Z`
- repo last seen: `2026-03-23T17:49:43Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
- account age: **1637 days**
- recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #44570: Fix missing post_processor in DebertaV2Tokenizer causing no special t…](https://github.com/huggingface/transformers/pull/44570) — closed, merged
- [PR #44543: Fix assistant_masks for multimodal inputs in apply_chat_template](https://github.com/huggingface/transformers/pull/44543) — open

### `UsamaKenway`

- profile: [github.com/UsamaKenway](https://github.com/UsamaKenway)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AUsamaKenway)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AUsamaKenway)
- repo first seen: `2026-04-07T18:39:33Z`
- repo last seen: `2026-04-15T08:31:44Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 3 reviews / 3 review comments**
- account age: **2385 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: `AICU-HEALTH`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #45386: [GGUF] Reduce peak RAM usage by casting dequantized tensors early during load](https://github.com/huggingface/transformers/pull/45386) — open
- [PR #45296: Add GGUF support to Gemma4 (31B & 26B-A4B) text ](https://github.com/huggingface/transformers/pull/45296) — open

### `wilnn`

- profile: [github.com/wilnn](https://github.com/wilnn)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Awilnn)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Awilnn)
- repo first seen: `2026-03-10T22:37:36Z`
- repo last seen: `2026-04-09T23:14:20Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **1758 days**
- recent public PR activity: **2 PRs** (2 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #45353: add kwargs to all methods in the CallbackHandler class](https://github.com/huggingface/transformers/pull/45353) — closed, merged
- [PR #44583: fix load_best_model_checkpoint_at_end do not load the best model chec…](https://github.com/huggingface/transformers/pull/44583) — closed, merged

### `yunhaoli24`

- profile: [github.com/yunhaoli24](https://github.com/yunhaoli24)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayunhaoli24)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayunhaoli24)
- repo first seen: `2026-03-12T04:46:19Z`
- repo last seen: `2026-03-16T06:00:47Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2225 days**
- recent public PR activity: **6 PRs** (2 merged / 2 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #44736: fix: resolve false-positive regex warning for non-mistral models](https://github.com/huggingface/transformers/pull/44736) — closed
- [PR #44618: fix: Add BOS/EOS tokens by default for DeBERTa v2 tokenizer](https://github.com/huggingface/transformers/pull/44618) — closed

### `cyyever`

- profile: [github.com/cyyever](https://github.com/cyyever)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acyyever)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acyyever)
- repo first seen: `2025-08-10T08:43:09Z`
- repo last seen: `2026-03-31T14:41:18Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **24**
- snapshot authored PRs/issues: **24 PRs / 0 issues**
- snapshot discussion activity: **6 comments / 8 reviews / 8 review comments**
- account age: **3697 days**
- recent public PR activity: **202 PRs** (138 merged / 42 closed-unmerged / 22 open; merged rate **68%**, closed-unmerged rate **21%**, open rate **11%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **extremely high recent PR volume**

Example artifacts:
- [PR #45113: Add GDS support for safetensors loading ](https://github.com/huggingface/transformers/pull/45113) — open
- [PR #44123: Avoid device sync in training loss accumulation](https://github.com/huggingface/transformers/pull/44123) — open
- [PR #44069: Use torch.isfinite](https://github.com/huggingface/transformers/pull/44069) — closed, merged

### `jp1924`

- profile: [github.com/jp1924](https://github.com/jp1924)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajp1924)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajp1924)
- repo first seen: `2024-10-22T01:33:27Z`
- repo last seen: `2026-04-10T11:38:19Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **13**
- snapshot authored PRs/issues: **13 PRs / 0 issues**
- snapshot discussion activity: **26 comments / 10 reviews / 10 review comments**
- account age: **1633 days**
- recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #44314: add HyperClovaX Vision](https://github.com/huggingface/transformers/pull/44314) — open
- [PR #43969: Fix for 2D weight error in embedding layer with ZeRO3](https://github.com/huggingface/transformers/pull/43969) — closed
- [PR #43574: Preventing initialization of siglip's lecun_normal_, default_flax_embed_init in ZeRO3](https://github.com/huggingface/transformers/pull/43574) — closed, merged

### `ydshieh2`

- profile: [github.com/ydshieh2](https://github.com/ydshieh2)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh2)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh2)
- repo first seen: `2025-06-12T08:51:40Z`
- repo last seen: `2026-03-08T18:12:54Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **6**
- snapshot authored PRs/issues: **6 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **563 days**
- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #44529: test merge queue 1](https://github.com/huggingface/transformers/pull/44529) — closed, merged
- [PR #43665: fix](https://github.com/huggingface/transformers/pull/43665) — open
- [PR #43648: check](https://github.com/huggingface/transformers/pull/43648) — closed

### `molbap`

- profile: [github.com/molbap](https://github.com/molbap)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
- repo first seen: `2024-06-13T14:13:17Z`
- repo last seen: `2026-02-23T22:27:12Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **6**
- snapshot authored PRs/issues: **5 PRs / 1 issues**
- snapshot discussion activity: **19 comments / 119 reviews / 433 review comments**
- account age: **2873 days**
- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #44160: Add model lerobot PI0 to transformers](https://github.com/huggingface/transformers/pull/44160) — closed, merged
- [PR #43762:  Widen match condition for `_can_record_outputs`](https://github.com/huggingface/transformers/pull/43762) — closed
- [PR #43590: Remove many output_attentions and other traced outputs on 100+ models ](https://github.com/huggingface/transformers/pull/43590) — closed, merged
- [Issue #43979: Call to contributions: refactor output tracing in transformers](https://github.com/huggingface/transformers/issues/43979) — closed

### `mariam851`

- profile: [github.com/mariam851](https://github.com/mariam851)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amariam851)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amariam851)
- repo first seen: `2026-02-15T08:51:26Z`
- repo last seen: `2026-02-20T16:58:27Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **5**
- snapshot authored PRs/issues: **5 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1176 days**
- recent public PR activity: **4 PRs** (0 merged / 3 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **75%**, open rate **25%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #44184: feat: add OpenAI CircuitGPT core architecture and sparse linear layers](https://github.com/huggingface/transformers/pull/44184) — open
- [PR #44124: feat: add eval_on_end to Trainer for final evaluation](https://github.com/huggingface/transformers/pull/44124) — closed
- [PR #44064: feat: implement eval_on_end to trigger evaluation after training](https://github.com/huggingface/transformers/pull/44064) — closed

### `JaredforReal`

- profile: [github.com/JaredforReal](https://github.com/JaredforReal)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJaredforReal)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJaredforReal)
- repo first seen: `2026-01-19T05:05:55Z`
- repo last seen: `2026-03-26T10:03:21Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **9 comments / 31 reviews / 31 review comments**
- account age: **977 days**
- recent public PR activity: **29 PRs** (26 merged / 1 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **3%**, open rate **7%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume**

Example artifacts:
- [PR #45017: [WIP][Fix] GLM 5 set `apply_rotary_pos_emb` to `is_neox_style=False` && remove `F.relu()`](https://github.com/huggingface/transformers/pull/45017) — open
- [PR #43912: [fix][wip] GlmMoeDsa: try implement DSA](https://github.com/huggingface/transformers/pull/43912) — closed, merged
- [PR #43894: [fix] GlmMoeDsa model](https://github.com/huggingface/transformers/pull/43894) — closed

### `lashahub`

- profile: [github.com/lashahub](https://github.com/lashahub)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alashahub)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alashahub)
- repo first seen: `2026-01-08T16:47:50Z`
- repo last seen: `2026-04-15T21:31:08Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **8 comments / 7 reviews / 7 review comments**
- account age: **3339 days**
- recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #44830: Add AudioFlamingoNext model](https://github.com/huggingface/transformers/pull/44830) — open
- [PR #43538: Add Music Flamingo](https://github.com/huggingface/transformers/pull/43538) — closed, merged
- [PR #43458: Add Music Flamingo support to Audio Flamingo 3](https://github.com/huggingface/transformers/pull/43458) — closed

### `Aravind-11`

- profile: [github.com/Aravind-11](https://github.com/Aravind-11)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAravind-11)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAravind-11)
- repo first seen: `2025-11-10T23:38:23Z`
- repo last seen: `2026-04-17T18:33:11Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **21 comments / 14 reviews / 14 review comments**
- account age: **2804 days**
- recent public PR activity: **6 PRs** (4 merged / 0 closed-unmerged / 2 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #45073: Refactor OwlViT to modular Transformers](https://github.com/huggingface/transformers/pull/45073) — open
- [PR #42497: Add `skip_post_init` flag](https://github.com/huggingface/transformers/pull/42497) — closed, draft
- [PR #42136: Sdpa for owlvit](https://github.com/huggingface/transformers/pull/42136) — closed, merged

### `githubnemo`

- profile: [github.com/githubnemo](https://github.com/githubnemo)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agithubnemo)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agithubnemo)
- repo first seen: `2026-01-26T11:34:05Z`
- repo last seen: `2026-04-09T15:30:30Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 1 reviews / 2 review comments**
- account age: **5827 days**
- recent public PR activity: **11 PRs** (9 merged / 1 closed-unmerged / 1 open; merged rate **82%**, closed-unmerged rate **9%**, open rate **9%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #44772: bitsandbytes: Update links and docs](https://github.com/huggingface/transformers/pull/44772) — open
- [PR #43681: Fix T5 v1.1 detection](https://github.com/huggingface/transformers/pull/43681) — closed, merged
- [PR #43494: Fix loading of Qwen3 FP8](https://github.com/huggingface/transformers/pull/43494) — closed, merged

### `Olexandr88`

- profile: [github.com/Olexandr88](https://github.com/Olexandr88)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AOlexandr88)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AOlexandr88)
- repo first seen: `2025-12-26T13:28:31Z`
- repo last seen: `2026-03-13T11:08:13Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1622 days**
- recent public PR activity: **55 PRs** (12 merged / 10 closed-unmerged / 33 open; merged rate **22%**, closed-unmerged rate **18%**, open rate **60%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
- heuristic read: **high recent PR volume; very broad repo spread; high open PR share**

Example artifacts:
- [PR #44659: docs: remove outdated use_diff docstring from DistributedConfig.to_js…](https://github.com/huggingface/transformers/pull/44659) — open
- [PR #43544: Fix typos in add_new_model_like docstrings](https://github.com/huggingface/transformers/pull/43544) — closed, merged
- [PR #43050: Fix safe _file_ access in CLIP lazy module](https://github.com/huggingface/transformers/pull/43050) — closed

### `thisisiron`

- profile: [github.com/thisisiron](https://github.com/thisisiron)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Athisisiron)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Athisisiron)
- repo first seen: `2025-08-20T15:17:54Z`
- repo last seen: `2026-04-15T11:07:18Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **2 PRs / 1 issues**
- snapshot discussion activity: **4 comments / 17 reviews / 17 review comments**
- account age: **3447 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: `ai-rush-2019`, `bcaitech1`, `ml-zip`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #45075: Add Deepseek-OCR-2 model](https://github.com/huggingface/transformers/pull/45075) — open
- [PR #40321: [WIP] Add Ovis2.5 ](https://github.com/huggingface/transformers/pull/40321) — closed
- [Issue #45177: add DeepSeek-OCR2](https://github.com/huggingface/transformers/issues/45177) — open

### `ethanknights`

- profile: [github.com/ethanknights](https://github.com/ethanknights)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aethanknights)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aethanknights)
- repo first seen: `2025-06-27T22:12:42Z`
- repo last seen: `2026-02-25T10:09:38Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **3057 days**
- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #44268: chore: fixes in `Trainer` class docs (`compute_loss` & `hyperparameter_search`)](https://github.com/huggingface/transformers/pull/44268) — closed, merged
- [PR #39094: docs: PyTorch examples (image-classification & image-pretraining) clarity](https://github.com/huggingface/transformers/pull/39094) — closed

### `jackcook`

- profile: [github.com/jackcook](https://github.com/jackcook)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajackcook)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajackcook)
- repo first seen: `2026-02-13T05:15:44Z`
- repo last seen: `2026-04-11T01:47:51Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **5 comments / 6 reviews / 6 review comments**
- account age: **4658 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: `HackMIT`, `mit-han-lab`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #45367: Add dtype config options for Four Over Six](https://github.com/huggingface/transformers/pull/45367) — open
- [PR #43970: Add Four Over Six quantization integration](https://github.com/huggingface/transformers/pull/43970) — closed, merged

### `khushali9`

- profile: [github.com/khushali9](https://github.com/khushali9)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akhushali9)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akhushali9)
- repo first seen: `2025-11-26T16:41:09Z`
- repo last seen: `2026-04-10T21:48:56Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **22 comments / 13 reviews / 13 review comments**
- account age: **4209 days**
- recent public PR activity: **9 PRs** (1 merged / 5 closed-unmerged / 3 open; merged rate **11%**, closed-unmerged rate **56%**, open rate **33%**)
- public orgs: `systers`, `crowdresearch`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #44146: Ensure final evaluation runs with step-based evaluation strategy](https://github.com/huggingface/transformers/pull/44146) — closed, merged
- [PR #42428: logic to select tf32 API as per Pytorch version](https://github.com/huggingface/transformers/pull/42428) — closed, merged

### `lmaksym`

- profile: [github.com/lmaksym](https://github.com/lmaksym)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Almaksym)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Almaksym)
- repo first seen: `2026-01-19T22:09:49Z`
- repo last seen: `2026-03-10T11:25:39Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **6 comments / 8 reviews / 8 review comments**
- account age: **4113 days**
- recent public PR activity: **4 PRs** (0 merged / 1 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **25%**, open rate **75%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #44171: Parakeet tdt](https://github.com/huggingface/transformers/pull/44171) — open
- [PR #43357: Add Parakeet TDT model support](https://github.com/huggingface/transformers/pull/43357) — closed

### `nuxlear`

- profile: [github.com/nuxlear](https://github.com/nuxlear)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anuxlear)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anuxlear)
- repo first seen: `2026-01-02T07:29:46Z`
- repo last seen: `2026-04-17T15:23:49Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **5 comments / 17 reviews / 17 review comments**
- account age: **3757 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #45471: Add EXAONE 4.5 implementations](https://github.com/huggingface/transformers/pull/45471) — open
- [PR #43080: Add EXAONE-MoE implementations](https://github.com/huggingface/transformers/pull/43080) — closed, merged

### `pragnyanramtha`

- profile: [github.com/pragnyanramtha](https://github.com/pragnyanramtha)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apragnyanramtha)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apragnyanramtha)
- repo first seen: `2026-02-08T09:24:35Z`
- repo last seen: `2026-02-21T06:24:17Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
- account age: **448 days**
- recent public PR activity: **8 PRs** (3 merged / 3 closed-unmerged / 2 open; merged rate **38%**, closed-unmerged rate **38%**, open rate **25%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #44200: fix: propagate `weights_only` param to `load_state_dict` in .bin loading path (#43782)](https://github.com/huggingface/transformers/pull/44200) — closed
- [PR #43836: fix: wrapped TypeAdpater in string literals (for now)](https://github.com/huggingface/transformers/pull/43836) — open

### `tysoncung`

- profile: [github.com/tysoncung](https://github.com/tysoncung)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atysoncung)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atysoncung)
- repo first seen: `2026-02-17T02:03:30Z`
- repo last seen: `2026-02-27T16:11:46Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **2698 days**
- recent public PR activity: **149 PRs** (34 merged / 74 closed-unmerged / 41 open; merged rate **23%**, closed-unmerged rate **50%**, open rate **28%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #44332: Fix typos in comments and docstrings](https://github.com/huggingface/transformers/pull/44332) — closed, merged
- [PR #44065: Refactor CTRL model output tracing with capture_outputs and can_return_tuple](https://github.com/huggingface/transformers/pull/44065) — closed

### `vasanthrpjan1-boop`

- profile: [github.com/vasanthrpjan1-boop](https://github.com/vasanthrpjan1-boop)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasanthrpjan1-boop)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasanthrpjan1-boop)
- repo first seen: `2026-02-08T14:25:35Z`
- repo last seen: `2026-03-27T11:31:10Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **254 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **young account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #45055: Save model config in Trainer checkpoints for non-PreTrainedModel models](https://github.com/huggingface/transformers/pull/45055) — open
- [PR #43843: Add PlutoCallback integration for Pluto experiment tracker](https://github.com/huggingface/transformers/pull/43843) — closed

### `veeceey`

- profile: [github.com/veeceey](https://github.com/veeceey)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aveeceey)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aveeceey)
- repo first seen: `2026-02-07T19:20:43Z`
- repo last seen: `2026-02-20T08:28:05Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **3056 days**
- recent public PR activity: **153 PRs** (39 merged / 51 closed-unmerged / 63 open; merged rate **25%**, closed-unmerged rate **33%**, open rate **41%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**

Example artifacts:
- [PR #44170: Add GIT model support in VQA pipeline](https://github.com/huggingface/transformers/pull/44170) — closed
- [PR #43822: Fix NameError: name 'nn' is not defined when PyTorch < 2.4](https://github.com/huggingface/transformers/pull/43822) — closed

### `baonudesifeizhai`

- profile: [github.com/baonudesifeizhai](https://github.com/baonudesifeizhai)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abaonudesifeizhai)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abaonudesifeizhai)
- repo first seen: `2026-02-10T01:32:32Z`
- repo last seen: `2026-04-02T07:59:13Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **1 PRs / 2 issues**
- snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
- account age: **1781 days**
- recent public PR activity: **11 PRs** (0 merged / 3 closed-unmerged / 8 open; merged rate **0%**, closed-unmerged rate **27%**, open rate **73%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #45097: Add old InternVL2-1B/2B support to the InternVL conversion script #45092](https://github.com/huggingface/transformers/pull/45097) — open
- [Issue #45092: [Bug] Old InternVL2 remote-code checkpoints are incompatible with Transformers v5 meta initialization](https://github.com/huggingface/transformers/issues/45092) — open
- [Issue #43874: [GLM46V] Glm46VImageProcessorFast missing get_number_of_image_patches breaks _get_num_multimodal_tokens (AttributeError)](https://github.com/huggingface/transformers/issues/43874) — closed

### `bigshanedogg`

- profile: [github.com/bigshanedogg](https://github.com/bigshanedogg)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abigshanedogg)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abigshanedogg)
- repo first seen: `2026-03-23T19:34:30Z`
- repo last seen: `2026-04-10T08:48:31Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **1 PRs / 2 issues**
- snapshot discussion activity: **14 comments / 8 reviews / 10 review comments**
- account age: **3673 days**
- recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #44956: Add HyperCLOVAX SEED Think 14B](https://github.com/huggingface/transformers/pull/44956) — open
- [Issue #45099: add HyperCLOVA X SEED Vision Instruct 3B](https://github.com/huggingface/transformers/issues/45099) — open
- [Issue #44957: Add HyperCLOVA X SEED Think 14B](https://github.com/huggingface/transformers/issues/44957) — open

### `ouroborosscr`

- profile: [github.com/ouroborosscr](https://github.com/ouroborosscr)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aouroborosscr)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aouroborosscr)
- repo first seen: `2026-03-21T15:38:54Z`
- repo last seen: `2026-03-24T07:57:07Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIMER**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **1 PRs / 2 issues**
- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
- account age: **1967 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #44911: Fix flash attention crash with 3D position_ids (Qwen3.5)](https://github.com/huggingface/transformers/pull/44911) — closed
- [Issue #44928: [Bug] Catastrophic gradient explosion (NaN) in RLHF with Qwen3.5 due to 3D position_ids forcing SDPA Math fallback and BF16 collapse](https://github.com/huggingface/transformers/issues/44928) — open
- [Issue #44910: [Bug] Flash Attention crashes with illegal memory access on Qwen3.5 due to 3D position_ids being misinterpreted as packed sequence](https://github.com/huggingface/transformers/issues/44910) — closed

### `abhijeet-dhumal`

- profile: [github.com/abhijeet-dhumal](https://github.com/abhijeet-dhumal)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aabhijeet-dhumal)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aabhijeet-dhumal)
- repo first seen: `2026-03-06T07:07:19Z`
- repo last seen: `2026-03-17T12:29:43Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **2 comments / 4 reviews / 4 review comments**
- account age: **1789 days**
- recent public PR activity: **30 PRs** (13 merged / 7 closed-unmerged / 10 open; merged rate **43%**, closed-unmerged rate **23%**, open rate **33%**)
- public orgs: `kubeflow`, `opendatahub-io`, `red-hat-data-services`, `CareerPod`, `instructlab-public`, `Kubeflow-Commons-Hub`
- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
- heuristic read: **high recent PR volume; broad repo spread; no visible non-self stars**

Example artifacts:
- [PR #44487: feat(integration): Add KubeflowCallback to enable automatic progress …](https://github.com/huggingface/transformers/pull/44487) — closed, merged
- [Issue #44486: KubeflowCallback: Native progress reporting for Kubernetes-based Kubeflow training](https://github.com/huggingface/transformers/issues/44486) — closed

### `ainergiz`

- profile: [github.com/ainergiz](https://github.com/ainergiz)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aainergiz)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aainergiz)
- repo first seen: `2026-02-21T20:56:04Z`
- repo last seen: `2026-02-22T16:31:25Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **877 days**
- recent public PR activity: **2 PRs** (2 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #44207: Fix LASR feature extractor regression from invalid center argument](https://github.com/huggingface/transformers/pull/44207) — closed, merged
- [Issue #44206: v5.2.0 regression: LasrFeatureExtractor passes unsupported center arg and crashes](https://github.com/huggingface/transformers/issues/44206) — closed

### `ambroiseodt`

- profile: [github.com/ambroiseodt](https://github.com/ambroiseodt)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aambroiseodt)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aambroiseodt)
- repo first seen: `2026-04-14T13:45:51Z`
- repo last seen: `2026-04-14T13:53:21Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2181 days**
- recent public PR activity: **2 PRs** (2 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #45430: [Doc] Correct checkpoint path in Dinov2 model_docs ](https://github.com/huggingface/transformers/pull/45430) — closed, merged
- [Issue #45431: Wrong checkpoint path in Dinov2 model_docs](https://github.com/huggingface/transformers/issues/45431) — closed

### `Anakintano`

- profile: [github.com/Anakintano](https://github.com/Anakintano)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAnakintano)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAnakintano)
- repo first seen: `2026-03-09T07:54:58Z`
- repo last seen: `2026-03-09T13:26:46Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **1146 days**
- recent public PR activity: **9 PRs** (5 merged / 2 closed-unmerged / 2 open; merged rate **56%**, closed-unmerged rate **22%**, open rate **22%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #44535: Fix crash in Qwen2_5_VLProcessor when using batched input with padding=False](https://github.com/huggingface/transformers/pull/44535) — open
- [Issue #44545: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False](https://github.com/huggingface/transformers/issues/44545) — closed

### `andylizf`

- profile: [github.com/andylizf](https://github.com/andylizf)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aandylizf)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aandylizf)
- repo first seen: `2026-03-24T04:53:11Z`
- repo last seen: `2026-03-24T15:46:44Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **3277 days**
- recent public PR activity: **11 PRs** (8 merged / 1 closed-unmerged / 2 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
- public orgs: `KEEER`, `leann-ai`
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #44973: Fix max_seqlen type in vision attention for torch.compile + FA2](https://github.com/huggingface/transformers/pull/44973) — open
- [Issue #44962: Qwen3VL/Qwen2.5VL VisionAttention breaks torch.compile with flash_attention_2](https://github.com/huggingface/transformers/issues/44962) — open

### `BSchilperoort`

- profile: [github.com/BSchilperoort](https://github.com/BSchilperoort)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABSchilperoort)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABSchilperoort)
- repo first seen: `2026-03-18T11:08:09Z`
- repo last seen: `2026-03-23T12:27:25Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
- account age: **4010 days**
- recent public PR activity: **13 PRs** (11 merged / 1 closed-unmerged / 1 open; merged rate **85%**, closed-unmerged rate **8%**, open rate **8%**)
- public orgs: `eWaterCycle`
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #44946: Correct docstrings for `from_pretrained` (url input deprecated)](https://github.com/huggingface/transformers/pull/44946) — closed, merged
- [Issue #44821: Unable to load `AutoImageProcessor` from URL](https://github.com/huggingface/transformers/issues/44821) — closed

### `Butanium`

- profile: [github.com/Butanium](https://github.com/Butanium)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AButanium)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AButanium)
- repo first seen: `2026-03-25T01:39:23Z`
- repo last seen: `2026-03-26T16:44:22Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **2396 days**
- recent public PR activity: **28 PRs** (20 merged / 3 closed-unmerged / 5 open; merged rate **71%**, closed-unmerged rate **11%**, open rate **18%**)
- public orgs: `ndif-team`
- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
- heuristic read: **high recent PR volume; broad repo spread**

Example artifacts:
- [PR #44984: Fix `maybe_autocast` crashing on meta device tensors](https://github.com/huggingface/transformers/pull/44984) — closed, merged
- [Issue #44995: [Bug] GlmMoeDsa crashes on second forward pass — stale indexer cache](https://github.com/huggingface/transformers/issues/44995) — open

### `caiovicentino`

- profile: [github.com/caiovicentino](https://github.com/caiovicentino)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acaiovicentino)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acaiovicentino)
- repo first seen: `2026-04-03T01:52:14Z`
- repo last seen: `2026-04-11T12:45:36Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
- account age: **470 days**
- recent public PR activity: **3 PRs** (1 merged / 1 closed-unmerged / 1 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #45364: Add PolarQuant backend to QuantizedCache (Hadamard-rotated Lloyd-Max)](https://github.com/huggingface/transformers/pull/45364) — closed, draft
- [Issue #45203: Add PolarQuant quantization: Hadamard-rotated Lloyd-Max optimal weights + KV cache](https://github.com/huggingface/transformers/issues/45203) — open

### `cjkindel`

- profile: [github.com/cjkindel](https://github.com/cjkindel)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acjkindel)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acjkindel)
- repo first seen: `2026-03-24T21:01:11Z`
- repo last seen: `2026-04-01T20:14:37Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **4189 days**
- recent public PR activity: **104 PRs** (94 merged / 8 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **8%**, open rate **2%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **very high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; very broad repo spread**

Example artifacts:
- [PR #44978: fix: handle absent sys.modules entry in modeling_utils](https://github.com/huggingface/transformers/pull/44978) — closed
- [Issue #45003: modeling_utils unsafely accesses sys.modules[]](https://github.com/huggingface/transformers/issues/45003) — open

### `danielquintas8`

- profile: [github.com/danielquintas8](https://github.com/danielquintas8)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adanielquintas8)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adanielquintas8)
- repo first seen: `2026-03-30T16:23:11Z`
- repo last seen: `2026-03-30T16:33:07Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2020 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #45124: [Qwen3.5 MoE] Add _tp_plan to ForConditionalGeneration](https://github.com/huggingface/transformers/pull/45124) — closed, merged
- [Issue #45125: Qwen3_5MoeForConditionalGeneration missing _tp_plan for tensor parallelism](https://github.com/huggingface/transformers/issues/45125) — closed

### `davevanveen`

- profile: [github.com/davevanveen](https://github.com/davevanveen)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adavevanveen)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adavevanveen)
- repo first seen: `2026-04-17T20:59:54Z`
- repo last seen: `2026-04-17T22:05:24Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **3357 days**
- recent public PR activity: **4 PRs** (2 merged / 0 closed-unmerged / 2 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share**

Example artifacts:
- [PR #45497: Add V-JEPA 2.1 inference support](https://github.com/huggingface/transformers/pull/45497) — open
- [Issue #45496: Add V-JEPA 2.1 inference support](https://github.com/huggingface/transformers/issues/45496) — open

### `DogWala`

- profile: [github.com/DogWala](https://github.com/DogWala)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADogWala)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADogWala)
- repo first seen: `2026-03-12T15:47:16Z`
- repo last seen: `2026-04-02T14:14:47Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
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- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #44660: Fix: avoid late CUDA OOM in load_best_model_at_end with PEFT models](https://github.com/huggingface/transformers/pull/44660) — open
- [Issue #44637: load_best_model_at_end reloads PEFT adapter weights onto CUDA and can OOM under low remaining GPU memory](https://github.com/huggingface/transformers/issues/44637) — open

### `florian6973`

- profile: [github.com/florian6973](https://github.com/florian6973)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aflorian6973)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aflorian6973)
- repo first seen: `2026-04-07T23:31:43Z`
- repo last seen: `2026-04-11T18:42:18Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **2050 days**
- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #45349: Fix #45305 + add regression test GAS](https://github.com/huggingface/transformers/pull/45349) — closed, merged
- [Issue #45305: Gradients not averaged by GAS when using DeepSpeed + model_accepts_loss_kwargs=True (Qwen3, Llama3, etc.)](https://github.com/huggingface/transformers/issues/45305) — closed

### `Fr0do`

- profile: [github.com/Fr0do](https://github.com/Fr0do)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AFr0do)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AFr0do)
- repo first seen: `2026-03-27T19:19:16Z`
- repo last seen: `2026-03-27T19:21:01Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **3916 days**
- recent public PR activity: **3 PRs** (2 merged / 0 closed-unmerged / 1 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #45069: Fix TypeError in rope validation when ignore_keys is a list](https://github.com/huggingface/transformers/pull/45069) — closed, merged
- [Issue #45068: TypeError in rope validation: set -= list when config loaded from JSON](https://github.com/huggingface/transformers/issues/45068) — closed

### `gh-wf`

- profile: [github.com/gh-wf](https://github.com/gh-wf)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agh-wf)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agh-wf)
- repo first seen: `2026-03-19T15:13:12Z`
- repo last seen: `2026-03-19T15:14:12Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1335 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #44862: fix: handle list-type _tied_weights_keys in _get_tied_weight_keys](https://github.com/huggingface/transformers/pull/44862) — closed
- [Issue #44861: _get_tied_weight_keys crashes with AttributeError when _tied_weights_keys is a list](https://github.com/huggingface/transformers/issues/44861) — closed

### `HallerPatrick`

- profile: [github.com/HallerPatrick](https://github.com/HallerPatrick)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AHallerPatrick)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AHallerPatrick)
- repo first seen: `2026-03-31T14:44:05Z`
- repo last seen: `2026-03-31T20:19:29Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **3474 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #45148: Allow for all layers in Qwen3.5 architecture to be Gated Deltanet.](https://github.com/huggingface/transformers/pull/45148) — closed
- [Issue #45146: Allow for "pure" linear attention based Qwen3.5 models](https://github.com/huggingface/transformers/issues/45146) — closed

### `HanFa`

- profile: [github.com/HanFa](https://github.com/HanFa)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AHanFa)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AHanFa)
- repo first seen: `2026-03-29T04:06:21Z`
- repo last seen: `2026-03-29T04:21:29Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **3537 days**
- recent public PR activity: **3 PRs** (2 merged / 0 closed-unmerged / 1 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
- public orgs: `kubernetes`
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #45094: fix: prefer registered config over remote code in AutoConfig.from_pretrained](https://github.com/huggingface/transformers/pull/45094) — closed, merged
- [Issue #45093: AutoConfig.register() ignored when trust_remote_code=True and auto_map is present](https://github.com/huggingface/transformers/issues/45093) — closed

### `inisis`

- profile: [github.com/inisis](https://github.com/inisis)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ainisis)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ainisis)
- repo first seen: `2026-03-24T02:42:32Z`
- repo last seen: `2026-03-26T11:45:17Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
- account age: **2670 days**
- recent public PR activity: **14 PRs** (11 merged / 1 closed-unmerged / 2 open; merged rate **79%**, closed-unmerged rate **7%**, open rate **14%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #45016: fix: glm5 inference bug](https://github.com/huggingface/transformers/pull/45016) — closed
- [Issue #44960: GLM5](https://github.com/huggingface/transformers/issues/44960) — open

### `IvanFan-Van`

- profile: [github.com/IvanFan-Van](https://github.com/IvanFan-Van)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIvanFan-Van)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIvanFan-Van)
- repo first seen: `2026-03-20T04:29:57Z`
- repo last seen: `2026-03-20T05:45:46Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1546 days**
- recent public PR activity: **7 PRs** (6 merged / 0 closed-unmerged / 1 open; merged rate **86%**, closed-unmerged rate **0%**, open rate **14%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #44872: Fix: Update outdated sampler comment in generation/utils.py](https://github.com/huggingface/transformers/pull/44872) — open
- [Issue #44871: [Gemma-3] Inconsistent eos_token_id configuration: tokenizer has single value (1) but model.config has list [1, 106]](https://github.com/huggingface/transformers/issues/44871) — closed

### `jesperschlegel`

- profile: [github.com/jesperschlegel](https://github.com/jesperschlegel)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajesperschlegel)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajesperschlegel)
- repo first seen: `2026-04-07T17:51:38Z`
- repo last seen: `2026-04-07T17:52:26Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **3705 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #45294: feat: add Gemma4ForSequenceClassification](https://github.com/huggingface/transformers/pull/45294) — open
- [Issue #45295: Support Sequence Classification for Gemma 4 Models](https://github.com/huggingface/transformers/issues/45295) — closed

### `jmriosal`

- profile: [github.com/jmriosal](https://github.com/jmriosal)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajmriosal)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajmriosal)
- repo first seen: `2026-02-22T20:14:10Z`
- repo last seen: `2026-02-23T20:32:51Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIMER**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **358 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **young account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #44215: Add sequence classification capability to Granite models](https://github.com/huggingface/transformers/pull/44215) — open
- [Issue #44214: Add sequence classification capabilities to the Granite models](https://github.com/huggingface/transformers/issues/44214) — open

### `josh-kean`

- profile: [github.com/josh-kean](https://github.com/josh-kean)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajosh-kean)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajosh-kean)
- repo first seen: `2026-03-22T17:57:33Z`
- repo last seen: `2026-03-23T20:07:09Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **2847 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #44958: fixed import error with PILImageResampling](https://github.com/huggingface/transformers/pull/44958) — open
- [Issue #44933: Nonexistant import from image_utils](https://github.com/huggingface/transformers/issues/44933) — open

### `lhallee`

- profile: [github.com/lhallee](https://github.com/lhallee)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alhallee)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alhallee)
- repo first seen: `2026-02-19T21:33:16Z`
- repo last seen: `2026-02-20T14:56:48Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **2010 days**
- recent public PR activity: **10 PRs** (9 merged / 0 closed-unmerged / 1 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #44163: ESM2 attention_mask and token_dropout fix](https://github.com/huggingface/transformers/pull/44163) — closed, merged
- [Issue #44162: ESM2 is broken, impacting 1000s of scientists workflows](https://github.com/huggingface/transformers/issues/44162) — closed

### `linfeng-du`

- profile: [github.com/linfeng-du](https://github.com/linfeng-du)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alinfeng-du)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alinfeng-du)
- repo first seen: `2026-02-27T02:57:03Z`
- repo last seen: `2026-02-27T21:48:17Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
- account age: **3031 days**
- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #44329: Enable Liger Kernel when doing hyperparameter search.](https://github.com/huggingface/transformers/pull/44329) — closed, merged
- [Issue #44315: Liger Kernel is not applied when creating the model with `model_init`](https://github.com/huggingface/transformers/issues/44315) — closed

### `m-matthias`

- profile: [github.com/m-matthias](https://github.com/m-matthias)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Am-matthias)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Am-matthias)
- repo first seen: `2026-03-19T12:56:22Z`
- repo last seen: `2026-03-22T15:09:38Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **2 comments / 2 reviews / 2 review comments**
- account age: **3768 days**
- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #44886: LwDetrImageLoss: Fix dtype casting to prevent crash when using amp on cuda device](https://github.com/huggingface/transformers/pull/44886) — closed, merged
- [Issue #44857: LwDetrImageLoss crashes when using float16 AMP and Cuda](https://github.com/huggingface/transformers/issues/44857) — closed

### `mango766`

- profile: [github.com/mango766](https://github.com/mango766)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amango766)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amango766)
- repo first seen: `2026-03-16T04:08:09Z`
- repo last seen: `2026-03-16T04:09:32Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1772 days**
- recent public PR activity: **239 PRs** (37 merged / 82 closed-unmerged / 120 open; merged rate **15%**, closed-unmerged rate **34%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**

Example artifacts:
- [PR #44735: Fix tensor indexing crash in serve generate_response KV cache continuation](https://github.com/huggingface/transformers/pull/44735) — closed, merged
- [Issue #44734: `transformers serve`: /v1/responses crashes on KV cache continuation due to wrong tensor indexing](https://github.com/huggingface/transformers/issues/44734) — closed

### `masoudpz`

- profile: [github.com/masoudpz](https://github.com/masoudpz)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amasoudpz)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amasoudpz)
- repo first seen: `2026-04-02T00:31:07Z`
- repo last seen: `2026-04-02T00:47:45Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **4678 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #45176: added efficietvitsam model to HF](https://github.com/huggingface/transformers/pull/45176) — open
- [Issue #45175: Feature request: Add EfficientViT-SAM (efficientvitsam) to Transformers](https://github.com/huggingface/transformers/issues/45175) — open

### `medhakimbedhief`

- profile: [github.com/medhakimbedhief](https://github.com/medhakimbedhief)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amedhakimbedhief)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amedhakimbedhief)
- repo first seen: `2026-03-03T03:19:25Z`
- repo last seen: `2026-03-03T13:05:37Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **2241 days**
- recent public PR activity: **2 PRs** (2 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #44406: Add Qwen3.5 support for sequence classification](https://github.com/huggingface/transformers/pull/44406) — closed, merged
- [Issue #44405: Add AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config)](https://github.com/huggingface/transformers/issues/44405) — closed

### `michalrzak`

- profile: [github.com/michalrzak](https://github.com/michalrzak)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amichalrzak)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amichalrzak)
- repo first seen: `2026-03-11T16:42:30Z`
- repo last seen: `2026-03-13T13:00:26Z`
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- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #44603: fixed dockerfile for arm64 systems](https://github.com/huggingface/transformers/pull/44603) — open
- [Issue #44661: `add-new-model-like` fails if model is inside the `TOKENIZER_MAPPING_NAMES`](https://github.com/huggingface/transformers/issues/44661) — closed

### `ntenenz`

- profile: [github.com/ntenenz](https://github.com/ntenenz)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Antenenz)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Antenenz)
- repo first seen: `2026-03-13T20:09:58Z`
- repo last seen: `2026-03-16T20:11:48Z`
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- snapshot discussion activity: **1 comments / 4 reviews / 4 review comments**
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- recent public PR activity: **2 PRs** (1 merged / 1 closed-unmerged / 0 open; merged rate **50%**, closed-unmerged rate **50%**, open rate **0%**)
- public orgs: `microsoft`
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #44684: update flex attention to use `return_aux` instead of `return_lse` when torch verison >= 2.9](https://github.com/huggingface/transformers/pull/44684) — closed, merged
- [Issue #44683: Compiled flex_attention fails on torch >= 2.9](https://github.com/huggingface/transformers/issues/44683) — closed

### `rabbierabbie`

- profile: [github.com/rabbierabbie](https://github.com/rabbierabbie)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arabbierabbie)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arabbierabbie)
- repo first seen: `2026-03-10T14:40:08Z`
- repo last seen: `2026-03-12T04:38:08Z`
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- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
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- recent public PR activity: **6 PRs** (5 merged / 1 closed-unmerged / 0 open; merged rate **83%**, closed-unmerged rate **17%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #44580: Clarify references to the Transformers library in README](https://github.com/huggingface/transformers/pull/44580) — closed
- [Issue #44574: Title: Clarification and consistency of "Transformers" terminology in README](https://github.com/huggingface/transformers/issues/44574) — closed

### `Regata3010`

- profile: [github.com/Regata3010](https://github.com/Regata3010)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARegata3010)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARegata3010)
- repo first seen: `2026-04-08T04:07:37Z`
- repo last seen: `2026-04-10T17:46:37Z`
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- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #45320: Fix AttributeError in AssistantToTargetTranslator.unmap_input_ids with cross-vocab models](https://github.com/huggingface/transformers/pull/45320) — closed, merged
- [Issue #45307: Bug, Generation](https://github.com/huggingface/transformers/issues/45307) — closed

### `rpathade`

- profile: [github.com/rpathade](https://github.com/rpathade)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arpathade)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arpathade)
- repo first seen: `2026-03-29T22:46:13Z`
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- recent public PR activity: **9 PRs** (3 merged / 1 closed-unmerged / 5 open; merged rate **33%**, closed-unmerged rate **11%**, open rate **56%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #45105: Fix @auto_docstring crash with from __future__ import annotations in _process_kwargs_parameters](https://github.com/huggingface/transformers/pull/45105) — open
- [Issue #45103: [auto_docstring] _process_kwargs_parameters crashes with AttributeError when   module uses from __future__ import annotations](https://github.com/huggingface/transformers/issues/45103) — open

### `ShahVandit`

- profile: [github.com/ShahVandit](https://github.com/ShahVandit)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AShahVandit)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AShahVandit)
- repo first seen: `2026-02-02T02:33:32Z`
- repo last seen: `2026-03-24T20:18:59Z`
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- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **3 comments / 1 reviews / 1 review comments**
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- recent public PR activity: **3 PRs** (2 merged / 0 closed-unmerged / 1 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **no visible non-self stars**

Example artifacts:
- [PR #44517: Add qwen3 tts](https://github.com/huggingface/transformers/pull/44517) — open
- [Issue #43671: Proposal to add Qwen3-TTS support](https://github.com/huggingface/transformers/issues/43671) — open

### `stuckvgn`

- profile: [github.com/stuckvgn](https://github.com/stuckvgn)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astuckvgn)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astuckvgn)
- repo first seen: `2026-02-25T14:03:32Z`
- repo last seen: `2026-03-14T06:47:35Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
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- recent public PR activity: **394 PRs** (255 merged / 135 closed-unmerged / 4 open; merged rate **65%**, closed-unmerged rate **34%**, open rate **1%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; very broad repo spread**

Example artifacts:
- [PR #44376: docs: update Flan-T5 and Flan-UL2 example to use plant-based recipe prompt](https://github.com/huggingface/transformers/pull/44376) — closed
- [Issue #44280: Add species bias to model card templates and bias documentation](https://github.com/huggingface/transformers/issues/44280) — closed

### `syncdoth`

- profile: [github.com/syncdoth](https://github.com/syncdoth)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asyncdoth)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asyncdoth)
- repo first seen: `2026-03-21T06:05:36Z`
- repo last seen: `2026-03-21T06:07:35Z`
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- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #44907: Remove unnecessary expand_as in get_placeholder_mask across VLMs](https://github.com/huggingface/transformers/pull/44907) — open
- [Issue #44906: Remove unnecessary `expand_as` in `get_placeholder_mask` across VLMs](https://github.com/huggingface/transformers/issues/44906) — open

### `Tokarak`

- profile: [github.com/Tokarak](https://github.com/Tokarak)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ATokarak)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ATokarak)
- repo first seen: `2026-04-19T17:22:36Z`
- repo last seen: `2026-04-19T21:04:21Z`
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- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **2200 days**
- recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share**

Example artifacts:
- [PR #45516: T5Gemma2: fix `prepare_decoder_input_ids_from_labels`](https://github.com/huggingface/transformers/pull/45516) — open
- [Issue #45517: MPS OOM error, finetuning T5Gemma2 with Seq2SeqTrainer](https://github.com/huggingface/transformers/issues/45517) — open

### `zhulinchng`

- profile: [github.com/zhulinchng](https://github.com/zhulinchng)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azhulinchng)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azhulinchng)
- repo first seen: `2026-03-19T01:40:58Z`
- repo last seen: `2026-03-19T01:46:22Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **3429 days**
- recent public PR activity: **2 PRs** (1 merged / 1 closed-unmerged / 0 open; merged rate **50%**, closed-unmerged rate **50%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #44839: Correct code block formatting in weightconverter.md](https://github.com/huggingface/transformers/pull/44839) — closed, merged
- [Issue #44840: typo in code block in docs](https://github.com/huggingface/transformers/issues/44840) — closed

### `ZSLsherly`

- profile: [github.com/ZSLsherly](https://github.com/ZSLsherly)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AZSLsherly)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AZSLsherly)
- repo first seen: `2026-04-15T03:09:38Z`
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- repo association: **FIRST_TIMER**
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- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **975 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #45445: Update Torch version check for flex attention](https://github.com/huggingface/transformers/pull/45445) — closed
- [Issue #45446: Incorrect PyTorch version check for AuxRequest import in flex_attention](https://github.com/huggingface/transformers/issues/45446) — closed

### `zzc0430`

- profile: [github.com/zzc0430](https://github.com/zzc0430)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azzc0430)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azzc0430)
- repo first seen: `2026-02-27T10:52:57Z`
- repo last seen: `2026-02-28T03:09:30Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **2338 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #44349: fix: support linear_attention in continuous batching and fix serve ch…](https://github.com/huggingface/transformers/pull/44349) — closed
- [Issue #44322: AttributeError: 'Qwen3_5Config' object has no attribute 'num_attention_heads'](https://github.com/huggingface/transformers/issues/44322) — closed

### `04cb`

- profile: [github.com/04cb](https://github.com/04cb)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A04cb)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A04cb)
- repo first seen: `2026-03-07T05:36:25Z`
- repo last seen: `2026-03-07T05:36:25Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1334 days**
- recent public PR activity: **435 PRs** (66 merged / 369 closed-unmerged / 0 open; merged rate **15%**, closed-unmerged rate **85%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
- heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs**

Example artifacts:
- [PR #44511: Fix get_docstring_indentation_level to handle compiled functions](https://github.com/huggingface/transformers/pull/44511) — closed

### `0xDELUXA`

- profile: [github.com/0xDELUXA](https://github.com/0xDELUXA)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A0xDELUXA)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A0xDELUXA)
- repo first seen: `2026-03-06T18:03:49Z`
- repo last seen: `2026-03-06T18:03:49Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **341 days**
- recent public PR activity: **34 PRs** (14 merged / 12 closed-unmerged / 8 open; merged rate **41%**, closed-unmerged rate **35%**, open rate **24%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
- heuristic read: **young account; high recent PR volume; broad repo spread**

Example artifacts:
- [PR #44507: Fix: Conditionally import `torch.distributed.fsdp` in `trainer_seq2seq.py`](https://github.com/huggingface/transformers/pull/44507) — closed, merged

### `aarushisingh04`

- profile: [github.com/aarushisingh04](https://github.com/aarushisingh04)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aaarushisingh04)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aaarushisingh04)
- repo first seen: `2026-03-27T18:26:03Z`
- repo last seen: `2026-03-27T18:26:03Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1351 days**
- recent public PR activity: **18 PRs** (5 merged / 2 closed-unmerged / 11 open; merged rate **28%**, closed-unmerged rate **11%**, open rate **61%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **high**, automation risk **low**
- heuristic read: **broad repo spread; high open PR share**

Example artifacts:
- [PR #45067: feat: trainer resume_from_checkpoint support hub downloads (#43375)](https://github.com/huggingface/transformers/pull/45067) — open

### `aashay-sarvam`

- profile: [github.com/aashay-sarvam](https://github.com/aashay-sarvam)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aaashay-sarvam)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aaashay-sarvam)
- repo first seen: `2026-03-10T11:55:01Z`
- repo last seen: `2026-03-17T09:12:15Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 2 reviews / 2 review comments**
- account age: **883 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #44569: Add SarvamMLA model (sarvamai/sarvam-105b)](https://github.com/huggingface/transformers/pull/44569) — open

### `aashirpersonal`

- profile: [github.com/aashirpersonal](https://github.com/aashirpersonal)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aaashirpersonal)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aaashirpersonal)
- repo first seen: `2026-03-15T16:52:03Z`
- repo last seen: `2026-03-15T16:52:03Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **957 days**
- recent public PR activity: **7 PRs** (1 merged / 4 closed-unmerged / 2 open; merged rate **14%**, closed-unmerged rate **57%**, open rate **29%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #44723: Fix: propagate interpolate_pos_encoding through PixioEmbeddings and PixioModel](https://github.com/huggingface/transformers/pull/44723) — closed

### `Aatman09`

- profile: [github.com/Aatman09](https://github.com/Aatman09)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAatman09)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAatman09)
- repo first seen: `2026-02-14T03:19:57Z`
- repo last seen: `2026-02-19T12:17:56Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **903 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #44154: Refactored vits to match standardized output collection interface](https://github.com/huggingface/transformers/pull/44154) — open

### `aayushbaluni`

- profile: [github.com/aayushbaluni](https://github.com/aayushbaluni)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aaayushbaluni)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aaayushbaluni)
- repo first seen: `2026-03-17T17:20:35Z`
- repo last seen: `2026-03-17T17:20:35Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1999 days**
- recent public PR activity: **91 PRs** (6 merged / 65 closed-unmerged / 20 open; merged rate **7%**, closed-unmerged rate **71%**, open rate **22%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
- heuristic read: **high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #44800: fix: handle dict vocab in CamembertTokenizer for tokenizer.json (#44488)](https://github.com/huggingface/transformers/pull/44800) — closed

### `abidlabs`

- profile: [github.com/abidlabs](https://github.com/abidlabs)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aabidlabs)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aabidlabs)
- repo first seen: `2026-04-08T22:36:08Z`
- repo last seen: `2026-04-10T18:19:55Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 4 reviews / 4 review comments**
- account age: **5075 days**
- recent public PR activity: **77 PRs** (65 merged / 8 closed-unmerged / 4 open; merged rate **84%**, closed-unmerged rate **10%**, open rate **5%**)
- public orgs: `huggingface`, `gradio-app`
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume**

Example artifacts:
- [PR #45329: Update `trackio` integration to use Buckets and "freeze" Space after training](https://github.com/huggingface/transformers/pull/45329) — closed, merged

### `adil-a`

- profile: [github.com/adil-a](https://github.com/adil-a)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aadil-a)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aadil-a)
- repo first seen: `2026-02-26T17:57:16Z`
- repo last seen: `2026-03-02T22:40:32Z`
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- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 1 reviews / 1 review comments**
- account age: **2637 days**
- recent public PR activity: **32 PRs** (29 merged / 2 closed-unmerged / 1 open; merged rate **91%**, closed-unmerged rate **6%**, open rate **3%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **high recent PR volume**

Example artifacts:
- [PR #44304: docs: Add NeMo Automodel community integration docs](https://github.com/huggingface/transformers/pull/44304) — closed, merged

### `agentspan`

- profile: [github.com/agentspan](https://github.com/agentspan)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aagentspan)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aagentspan)
- repo first seen: `2026-04-08T08:40:08Z`
- repo last seen: `2026-04-08T08:40:08Z`
- first seen in snapshot: **no**
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- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **15 days**
- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **high**
- heuristic read: **very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #45309: Fix KeyError in apply_chat_template when message has no content (#45290)](https://github.com/huggingface/transformers/pull/45309) — closed

### `ai-man-codes`

- profile: [github.com/ai-man-codes](https://github.com/ai-man-codes)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aai-man-codes)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aai-man-codes)
- repo first seen: `2026-03-20T17:48:23Z`
- repo last seen: `2026-03-20T18:08:10Z`
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- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **560 days**
- recent public PR activity: **6 PRs** (4 merged / 0 closed-unmerged / 2 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #44893: add `StaticLayer.crop()` to match `DynamicLayer` API](https://github.com/huggingface/transformers/pull/44893) — open

### `ajmeese7`

- profile: [github.com/ajmeese7](https://github.com/ajmeese7)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aajmeese7)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aajmeese7)
- repo first seen: `2026-03-15T19:56:44Z`
- repo last seen: `2026-03-16T20:47:22Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **3686 days**
- recent public PR activity: **20 PRs** (6 merged / 4 closed-unmerged / 10 open; merged rate **30%**, closed-unmerged rate **20%**, open rate **50%**)
- public orgs: `dwyl`, `os-js`, `ZacharyRobotics`, `Pull-Up-Event-Planning`, `meese-enterprises`, `Delta-Cloud-Systems`, `meese-os`, `TargetPackage`
- compact scores: follow-through **weak**, breadth **high**, automation risk **low**
- heuristic read: **broad repo spread; high open PR share**

Example artifacts:
- [PR #44728: Fix float16 memory leak during 4-bit quantized model loading](https://github.com/huggingface/transformers/pull/44728) — closed

### `AkshajKashyap`

- profile: [github.com/AkshajKashyap](https://github.com/AkshajKashyap)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAkshajKashyap)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAkshajKashyap)
- repo first seen: `2026-03-25T00:11:43Z`
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- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
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- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #44981: Trainer: set skip_logits for loss-only eval when liger enabled](https://github.com/huggingface/transformers/pull/44981) — open

### `Akshay404error`

- profile: [github.com/Akshay404error](https://github.com/Akshay404error)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAkshay404error)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAkshay404error)
- repo first seen: `2026-03-27T08:33:01Z`
- repo last seen: `2026-03-27T08:33:01Z`
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- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
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- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #45047: fix: restore add_special_tokens behavior for mDeBERTa tokenizer and n…](https://github.com/huggingface/transformers/pull/45047) — closed

### `alexandercarruthers`

- profile: [github.com/alexandercarruthers](https://github.com/alexandercarruthers)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aalexandercarruthers)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aalexandercarruthers)
- repo first seen: `2026-02-22T18:02:43Z`
- repo last seen: `2026-02-22T18:02:43Z`
- first seen in snapshot: **no**
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- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2601 days**
- recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
- public orgs: none visible
- compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
- heuristic read: **no visible non-self stars**

Example artifacts:
- [PR #44212: Update 404ing BillSum dataset URL on Summarization Task guide](https://github.com/huggingface/transformers/pull/44212) — closed, merged

### `alexmalyshev`

- profile: [github.com/alexmalyshev](https://github.com/alexmalyshev)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aalexmalyshev)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aalexmalyshev)
- repo first seen: `2026-02-20T04:47:07Z`
- repo last seen: `2026-02-26T15:29:58Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **5538 days**
- recent public PR activity: **8 PRs** (1 merged / 6 closed-unmerged / 1 open; merged rate **12%**, closed-unmerged rate **75%**, open rate **12%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #44165: Fix how PreTrainedModel checks annotations on Python 3.14+](https://github.com/huggingface/transformers/pull/44165) — closed

### `alvarobartt`

- profile: [github.com/alvarobartt](https://github.com/alvarobartt)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aalvarobartt)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aalvarobartt)
- repo first seen: `2026-02-23T15:25:47Z`
- repo last seen: `2026-02-23T15:25:47Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2975 days**
- recent public PR activity: **34 PRs** (29 merged / 0 closed-unmerged / 5 open; merged rate **85%**, closed-unmerged rate **0%**, open rate **15%**)
- public orgs: `huggingface`, `Hugging-Face-Helping-Hand`
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume**

Example artifacts:
- [PR #44229: Add missing backtick in `AnyToAnyPipeline.__call__` docstring](https://github.com/huggingface/transformers/pull/44229) — closed, merged

### `andrewor14`

- profile: [github.com/andrewor14](https://github.com/andrewor14)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aandrewor14)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aandrewor14)
- repo first seen: `2026-04-08T15:42:16Z`
- repo last seen: `2026-04-08T15:44:20Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **4996 days**
- recent public PR activity: **12 PRs** (9 merged / 1 closed-unmerged / 2 open; merged rate **75%**, closed-unmerged rate **8%**, open rate **17%**)
- public orgs: `ucb-sts`
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #45321: Remove references to torchao's AffineQuantizedTensor](https://github.com/huggingface/transformers/pull/45321) — open

### `anshuS1310`

- profile: [github.com/anshuS1310](https://github.com/anshuS1310)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AanshuS1310)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AanshuS1310)
- repo first seen: `2026-03-21T09:59:07Z`
- repo last seen: `2026-03-23T18:07:44Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
- account age: **149 days**
- recent public PR activity: **3 PRs** (2 merged / 0 closed-unmerged / 1 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **young account; no visible non-self stars**

Example artifacts:
- [PR #44909: Fix: Update optimization.py](https://github.com/huggingface/transformers/pull/44909) — closed, merged

### `ansley`

- profile: [github.com/ansley](https://github.com/ansley)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aansley)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aansley)
- repo first seen: `2026-04-09T14:31:40Z`
- repo last seen: `2026-04-10T12:45:24Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **2296 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #45345: Fix ByteLevel-BPE tokenizers silently breaking in `LlamaTokenizer`](https://github.com/huggingface/transformers/pull/45345) — closed

### `anuq`

- profile: [github.com/anuq](https://github.com/anuq)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aanuq)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aanuq)
- repo first seen: `2026-03-14T19:21:21Z`
- repo last seen: `2026-03-14T19:21:21Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **3280 days**
- recent public PR activity: **8 PRs** (1 merged / 4 closed-unmerged / 3 open; merged rate **12%**, closed-unmerged rate **50%**, open rate **38%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs**

Example artifacts:
- [PR #44711: fix: mark new lm_head params as `_is_hf_initialized` after `resize_token_embeddings`](https://github.com/huggingface/transformers/pull/44711) — closed

### `avarga1`

- profile: [github.com/avarga1](https://github.com/avarga1)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aavarga1)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aavarga1)
- repo first seen: `2026-04-07T02:22:26Z`
- repo last seen: `2026-04-09T16:57:21Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
- account age: **2176 days**
- recent public PR activity: **43 PRs** (24 merged / 9 closed-unmerged / 10 open; merged rate **56%**, closed-unmerged rate **21%**, open rate **23%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume**

Example artifacts:
- [PR #45275: fix(ernie4_5_vl_moe): resolve three config loading failures for ERNIE-4.5-VL MoE models](https://github.com/huggingface/transformers/pull/45275) — closed

### `avasis-ai`

- profile: [github.com/avasis-ai](https://github.com/avasis-ai)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aavasis-ai)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aavasis-ai)
- repo first seen: `2026-04-18T21:48:22Z`
- repo last seen: `2026-04-18T21:48:22Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **30 days**
- recent public PR activity: **51 PRs** (1 merged / 20 closed-unmerged / 30 open; merged rate **2%**, closed-unmerged rate **39%**, open rate **59%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
- heuristic read: **very new account; high recent PR volume; very broad repo spread; high open PR share**

Example artifacts:
- [PR #45508: [Doc] Fix 'tokenized' -> 'tokenizer' typo in streamer docstrings](https://github.com/huggingface/transformers/pull/45508) — open

### `aws-zhanxun`

- profile: [github.com/aws-zhanxun](https://github.com/aws-zhanxun)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aaws-zhanxun)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aaws-zhanxun)
- repo first seen: `2026-03-30T07:06:19Z`
- repo last seen: `2026-03-30T07:06:19Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1730 days**
- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #45109: Fix T5Attention shape mismatch under Tensor Parallelism](https://github.com/huggingface/transformers/pull/45109) — closed, merged

### `balak4`

- profile: [github.com/balak4](https://github.com/balak4)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abalak4)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abalak4)
- repo first seen: `2026-02-25T01:40:57Z`
- repo last seen: `2026-03-17T22:06:09Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
- account age: **2770 days**
- recent public PR activity: **5 PRs** (4 merged / 0 closed-unmerged / 1 open; merged rate **80%**, closed-unmerged rate **0%**, open rate **20%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #44271: Add GreedyLR adaptive learning rate scheduler](https://github.com/huggingface/transformers/pull/44271) — closed, merged

### `balgaly`

- profile: [github.com/balgaly](https://github.com/balgaly)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abalgaly)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abalgaly)
- repo first seen: `2026-04-05T15:38:58Z`
- repo last seen: `2026-04-07T21:44:07Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **3775 days**
- recent public PR activity: **25 PRs** (6 merged / 10 closed-unmerged / 9 open; merged rate **24%**, closed-unmerged rate **40%**, open rate **36%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
- heuristic read: **high recent PR volume; broad repo spread; many recent closed-unmerged PRs**

Example artifacts:
- [PR #45251: fix(generation): beam sample when num_beams * vocab_size exceeds multinomial limit](https://github.com/huggingface/transformers/pull/45251) — closed

### `balvisio`

- profile: [github.com/balvisio](https://github.com/balvisio)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abalvisio)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abalvisio)
- repo first seen: `2026-02-19T02:58:50Z`
- repo last seen: `2026-04-09T14:40:26Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **9 comments / 5 reviews / 5 review comments**
- account age: **5039 days**
- recent public PR activity: **6 PRs** (4 merged / 0 closed-unmerged / 2 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #44145: Add THD support in ESM](https://github.com/huggingface/transformers/pull/44145) — closed, merged

### `bensons`

- profile: [github.com/bensons](https://github.com/bensons)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abensons)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abensons)
- repo first seen: `2026-03-17T04:59:02Z`
- repo last seen: `2026-03-21T16:24:32Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
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- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #44781: Fix `_set_model_specific_special_tokens` to accept list-format `extra_special_tokens`](https://github.com/huggingface/transformers/pull/44781) — open

### `black-yt`

- profile: [github.com/black-yt](https://github.com/black-yt)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ablack-yt)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ablack-yt)
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- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #44555: Fix TypeError in RoPE validation when ignore_keys_at_rope_validation is a list](https://github.com/huggingface/transformers/pull/44555) — closed

### `Brianzhengca`

- profile: [github.com/Brianzhengca](https://github.com/Brianzhengca)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABrianzhengca)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABrianzhengca)
- repo first seen: `2026-04-11T21:41:32Z`
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- recent public PR activity: **2 PRs** (1 merged / 1 closed-unmerged / 0 open; merged rate **50%**, closed-unmerged rate **50%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #45380: fix Qwen3_5MoeVisionConfig deepstack_visual_indexes silently dropped by @strict (Issue: https://github.com/huggingface/transformers/issues/45375)](https://github.com/huggingface/transformers/pull/45380) — closed

### `carcel-yu`

- profile: [github.com/carcel-yu](https://github.com/carcel-yu)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acarcel-yu)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acarcel-yu)
- repo first seen: `2026-03-02T05:34:49Z`
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- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #44381: Add MLU bf16 support to is_torch_bf16_gpu_available](https://github.com/huggingface/transformers/pull/44381) — closed, merged

### `chandan11248`

- profile: [github.com/chandan11248](https://github.com/chandan11248)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Achandan11248)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Achandan11248)
- repo first seen: `2026-03-15T15:23:33Z`
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- recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #44722: Refactor gptj output tracing to use standardized decorators](https://github.com/huggingface/transformers/pull/44722) — open

### `cloudyun888`

- profile: [github.com/cloudyun888](https://github.com/cloudyun888)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acloudyun888)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acloudyun888)
- repo first seen: `2026-04-15T13:18:36Z`
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- recent public PR activity: **28 PRs** (2 merged / 8 closed-unmerged / 18 open; merged rate **7%**, closed-unmerged rate **29%**, open rate **64%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
- heuristic read: **very new account; high recent PR volume; broad repo spread; high open PR share**

Example artifacts:
- [PR #45460: fix(tokenization): re-raise ImportError to allow RuntimeError/OSError fallback (#45459)](https://github.com/huggingface/transformers/pull/45460) — closed

### `code-runner77`

- profile: [github.com/code-runner77](https://github.com/code-runner77)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acode-runner77)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acode-runner77)
- repo first seen: `2026-03-29T17:28:59Z`
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- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **young account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #45100: Update accelerator_selection.md](https://github.com/huggingface/transformers/pull/45100) — closed

### `cogniera`

- profile: [github.com/cogniera](https://github.com/cogniera)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acogniera)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acogniera)
- repo first seen: `2026-02-17T22:29:44Z`
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- public orgs: none visible
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **young account**

Example artifacts:
- [PR #44161: Refactor LongT5 to use @capture_outputs and @can_return_tuple decorators for unified output handling (Fixes #43979)](https://github.com/huggingface/transformers/pull/44161) — open

### `CyrilSterling`

- profile: [github.com/CyrilSterling](https://github.com/CyrilSterling)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilSterling)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilSterling)
- repo first seen: `2026-03-13T13:02:26Z`
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- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #44662: [model] Add PenguinVL implementation](https://github.com/huggingface/transformers/pull/44662) — open

### `DavidSolanas`

- profile: [github.com/DavidSolanas](https://github.com/DavidSolanas)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADavidSolanas)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADavidSolanas)
- repo first seen: `2026-04-15T08:44:00Z`
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- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #45452: refactor: replace wildcard imports with explicit imports in model __init__.py files](https://github.com/huggingface/transformers/pull/45452) — open

### `Defalt-Meh`

- profile: [github.com/Defalt-Meh](https://github.com/Defalt-Meh)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADefalt-Meh)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADefalt-Meh)
- repo first seen: `2026-03-15T23:26:31Z`
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- recent public PR activity: **4 PRs** (2 merged / 0 closed-unmerged / 2 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #44731: [Tests] Fix slow video tensor creation from list of numpy arrays in SmolVLM](https://github.com/huggingface/transformers/pull/44731) — open

### `Desel72`

- profile: [github.com/Desel72](https://github.com/Desel72)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADesel72)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADesel72)
- repo first seen: `2026-03-11T13:03:19Z`
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- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
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- recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
- public orgs: none visible
- compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
- heuristic read: **no visible non-self stars**

Example artifacts:
- [PR #44596: Fix TypeError when loading float8 models by falling back to bfloat16 in local_torch_dtype](https://github.com/huggingface/transformers/pull/44596) — closed

### `Dippp10`

- profile: [github.com/Dippp10](https://github.com/Dippp10)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADippp10)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADippp10)
- repo first seen: `2026-04-11T14:17:32Z`
- repo last seen: `2026-04-11T14:17:32Z`
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- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
- public orgs: none visible
- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
- heuristic read: **summary unavailable**
- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'Dippp10'."}]`

Example artifacts:
- [PR #45377: Enhance README documentation](https://github.com/huggingface/transformers/pull/45377) — open

### `divyanks`

- profile: [github.com/divyanks](https://github.com/divyanks)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adivyanks)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adivyanks)
- repo first seen: `2026-03-17T16:51:46Z`
- repo last seen: `2026-03-17T16:51:46Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **4327 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #44798: Add MPS (Apple Silicon) example and documentation](https://github.com/huggingface/transformers/pull/44798) — closed

### `douglas-reid`

- profile: [github.com/douglas-reid](https://github.com/douglas-reid)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adouglas-reid)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adouglas-reid)
- repo first seen: `2026-04-02T19:05:35Z`
- repo last seen: `2026-04-02T20:19:13Z`
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- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **3526 days**
- recent public PR activity: **3 PRs** (2 merged / 0 closed-unmerged / 1 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #45197: fix(docs): correct gemma4 docs and examples](https://github.com/huggingface/transformers/pull/45197) — closed, merged

### `echarlaix`

- profile: [github.com/echarlaix](https://github.com/echarlaix)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aecharlaix)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aecharlaix)
- repo first seen: `2026-03-09T18:15:17Z`
- repo last seen: `2026-03-09T18:15:17Z`
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- repo association: **MEMBER**
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- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
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- recent public PR activity: **14 PRs** (10 merged / 2 closed-unmerged / 2 open; merged rate **71%**, closed-unmerged rate **14%**, open rate **14%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #44551: Fix zamba2 rotary embedding call when use_mem_rope is False](https://github.com/huggingface/transformers/pull/44551) — closed, merged

### `EhteshamSid`

- profile: [github.com/EhteshamSid](https://github.com/EhteshamSid)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AEhteshamSid)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AEhteshamSid)
- repo first seen: `2026-04-07T18:40:05Z`
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- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **1668 days**
- recent public PR activity: **57 PRs** (6 merged / 36 closed-unmerged / 15 open; merged rate **11%**, closed-unmerged rate **63%**, open rate **26%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
- heuristic read: **high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars**

Example artifacts:
- [PR #45297: Fix mutable default arguments in quantization config classes](https://github.com/huggingface/transformers/pull/45297) — closed

### `ENg-122`

- profile: [github.com/ENg-122](https://github.com/ENg-122)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AENg-122)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AENg-122)
- repo first seen: `2026-04-03T09:08:28Z`
- repo last seen: `2026-04-03T09:08:28Z`
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- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1764 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #45215: [Qwen3_5]Remove unnecessary masked_fill_ in torch_chunk_gated_delta_rule attention computation: "attn = (q_i @ k_i.transpose(-1, -2) * decay_mask[:, :, i]).masked_fill_(mask, 0)"](https://github.com/huggingface/transformers/pull/45215) — closed, merged

### `frogNotToad`

- profile: [github.com/frogNotToad](https://github.com/frogNotToad)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AfrogNotToad)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AfrogNotToad)
- repo first seen: `2026-03-06T16:58:14Z`
- repo last seen: `2026-03-06T16:58:14Z`
- first seen in snapshot: **no**
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- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **588 days**
- recent public PR activity: **6 PRs** (5 merged / 1 closed-unmerged / 0 open; merged rate **83%**, closed-unmerged rate **17%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #44501: Fixed typo in docs/source/en/kv_cache.md](https://github.com/huggingface/transformers/pull/44501) — closed, merged

### `gagandhakrey`

- profile: [github.com/gagandhakrey](https://github.com/gagandhakrey)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agagandhakrey)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agagandhakrey)
- repo first seen: `2026-04-05T03:45:23Z`
- repo last seen: `2026-04-05T03:45:23Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2285 days**
- recent public PR activity: **22 PRs** (6 merged / 10 closed-unmerged / 6 open; merged rate **27%**, closed-unmerged rate **45%**, open rate **27%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **high**, automation risk **low**
- heuristic read: **broad repo spread; many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #45247: Fix UnboundLocalError in invert_attention_mask by adding proper shape…](https://github.com/huggingface/transformers/pull/45247) — closed

### `giulio-leone`

- profile: [github.com/giulio-leone](https://github.com/giulio-leone)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agiulio-leone)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agiulio-leone)
- repo first seen: `2026-02-28T06:22:19Z`
- repo last seen: `2026-02-28T20:21:52Z`
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- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **4423 days**
- recent public PR activity: **821 PRs** (98 merged / 634 closed-unmerged / 89 open; merged rate **12%**, closed-unmerged rate **77%**, open rate **11%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
- heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #44352: fix: suppress ANSI escape codes when stdout is not a terminal](https://github.com/huggingface/transformers/pull/44352) — closed

### `gowthamr-tech`

- profile: [github.com/gowthamr-tech](https://github.com/gowthamr-tech)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agowthamr-tech)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agowthamr-tech)
- repo first seen: `2026-02-16T15:00:00Z`
- repo last seen: `2026-02-24T01:35:34Z`
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- repo association: **CONTRIBUTOR**
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- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
- account age: **342 days**
- recent public PR activity: **5 PRs** (5 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **young account; no visible non-self stars**

Example artifacts:
- [PR #44199: Fix local dataset loading priority in run_image_classification_no_tra…](https://github.com/huggingface/transformers/pull/44199) — closed, merged

### `GS-GOAT`

- profile: [github.com/GS-GOAT](https://github.com/GS-GOAT)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AGS-GOAT)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AGS-GOAT)
- repo first seen: `2026-02-21T13:45:15Z`
- repo last seen: `2026-03-02T13:17:34Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **1748 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #44202: Fix: bidirectional mask skip when attention dropout is active (#44188)](https://github.com/huggingface/transformers/pull/44202) — closed

### `hangjun-ezra`

- profile: [github.com/hangjun-ezra](https://github.com/hangjun-ezra)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahangjun-ezra)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahangjun-ezra)
- repo first seen: `2026-02-25T03:52:04Z`
- repo last seen: `2026-02-25T03:52:04Z`
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- repo association: **CONTRIBUTOR**
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- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **652 days**
- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #44272: Fix TypeError in convert_rope_params_to_dict when ignore_keys is a list](https://github.com/huggingface/transformers/pull/44272) — closed, merged

### `hanouticelina`

- profile: [github.com/hanouticelina](https://github.com/hanouticelina)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahanouticelina)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahanouticelina)
- repo first seen: `2026-04-10T11:59:37Z`
- repo last seen: `2026-04-10T11:59:37Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2974 days**
- recent public PR activity: **63 PRs** (53 merged / 4 closed-unmerged / 6 open; merged rate **84%**, closed-unmerged rate **6%**, open rate **10%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume**

Example artifacts:
- [PR #45360: Replace deprecated `huggingface-cli` references with `hf`](https://github.com/huggingface/transformers/pull/45360) — open

### `hardikmeisheri`

- profile: [github.com/hardikmeisheri](https://github.com/hardikmeisheri)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahardikmeisheri)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahardikmeisheri)
- repo first seen: `2026-02-28T16:49:27Z`
- repo last seen: `2026-03-06T14:50:01Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIMER**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
- account age: **3948 days**
- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #44358: Fix ShieldGemma2 non-reproducible outputs by adding _tied_weights_keys](https://github.com/huggingface/transformers/pull/44358) — closed, merged

### `HelloAnner`

- profile: [github.com/HelloAnner](https://github.com/HelloAnner)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AHelloAnner)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AHelloAnner)
- repo first seen: `2026-04-11T06:22:52Z`
- repo last seen: `2026-04-11T06:22:52Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1658 days**
- recent public PR activity: **5 PRs** (3 merged / 1 closed-unmerged / 1 open; merged rate **60%**, closed-unmerged rate **20%**, open rate **20%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #45371: fix: check CUDA availability before calling get_device_capability](https://github.com/huggingface/transformers/pull/45371) — closed

### `HemanthSai7`

- profile: [github.com/HemanthSai7](https://github.com/HemanthSai7)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AHemanthSai7)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AHemanthSai7)
- repo first seen: `2026-03-29T20:35:56Z`
- repo last seen: `2026-04-16T16:48:53Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **2007 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: `GDGCVITBHOPAL`, `Math-behind-AI`, `Heritians`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #45101: Adding support for Nandi Models](https://github.com/huggingface/transformers/pull/45101) — open

### `hemantmm`

- profile: [github.com/hemantmm](https://github.com/hemantmm)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahemantmm)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahemantmm)
- repo first seen: `2026-03-23T16:29:46Z`
- repo last seen: `2026-03-25T13:05:33Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **1646 days**
- recent public PR activity: **9 PRs** (1 merged / 5 closed-unmerged / 3 open; merged rate **11%**, closed-unmerged rate **56%**, open rate **33%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #44951: feat: Add router_logits override to enable Routing Replay for MoE models](https://github.com/huggingface/transformers/pull/44951) — closed

### `heycorgi`

- profile: [github.com/heycorgi](https://github.com/heycorgi)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aheycorgi)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aheycorgi)
- repo first seen: `2026-03-23T15:33:56Z`
- repo last seen: `2026-03-23T15:33:56Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1515 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #44948: Create aa.py](https://github.com/huggingface/transformers/pull/44948) — closed

### `himani27301`

- profile: [github.com/himani27301](https://github.com/himani27301)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahimani27301)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahimani27301)
- repo first seen: `2026-03-09T15:46:14Z`
- repo last seen: `2026-03-09T16:12:59Z`
- first seen in snapshot: **no**
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- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **108 days**
- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **young account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #44550: Improve clarity and grammar in Auto Classes documentation](https://github.com/huggingface/transformers/pull/44550) — open

### `hongping-zh`

- profile: [github.com/hongping-zh](https://github.com/hongping-zh)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahongping-zh)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahongping-zh)
- repo first seen: `2026-03-03T04:42:57Z`
- repo last seen: `2026-03-25T11:53:49Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
- account age: **1071 days**
- recent public PR activity: **5 PRs** (1 merged / 1 closed-unmerged / 3 open; merged rate **20%**, closed-unmerged rate **20%**, open rate **60%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share**

Example artifacts:
- [PR #44407: docs: add energy efficiency considerations to bitsandbytes quantization guide](https://github.com/huggingface/transformers/pull/44407) — open

### `Hyungkeun-Park-Nota`

- profile: [github.com/Hyungkeun-Park-Nota](https://github.com/Hyungkeun-Park-Nota)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AHyungkeun-Park-Nota)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AHyungkeun-Park-Nota)
- repo first seen: `2026-03-25T01:19:59Z`
- repo last seen: `2026-03-26T16:44:54Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 3 reviews / 3 review comments**
- account age: **421 days**
- recent public PR activity: **4 PRs** (3 merged / 1 closed-unmerged / 0 open; merged rate **75%**, closed-unmerged rate **25%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #44983: fix: add identity reverse_op to dequantize ops for save_pretrained](https://github.com/huggingface/transformers/pull/44983) — closed, merged

### `iamaber`

- profile: [github.com/iamaber](https://github.com/iamaber)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aiamaber)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aiamaber)
- repo first seen: `2026-02-28T14:24:32Z`
- repo last seen: `2026-02-28T14:40:35Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **2044 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #44356: fix: avoid redundant fp16/bf16 model casts in evaluation_loop](https://github.com/huggingface/transformers/pull/44356) — closed

### `IgnazioDS`

- profile: [github.com/IgnazioDS](https://github.com/IgnazioDS)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIgnazioDS)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIgnazioDS)
- repo first seen: `2026-03-30T19:13:52Z`
- repo last seen: `2026-03-30T19:13:52Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1078 days**
- recent public PR activity: **100 PRs** (51 merged / 19 closed-unmerged / 30 open; merged rate **51%**, closed-unmerged rate **19%**, open rate **30%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; very broad repo spread**

Example artifacts:
- [PR #45129: fix(config): annotate PreTrainedConfig.dtype as Any to fix pydantic schema generation (#45070)](https://github.com/huggingface/transformers/pull/45129) — closed

### `imstevenpmwork`

- profile: [github.com/imstevenpmwork](https://github.com/imstevenpmwork)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aimstevenpmwork)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aimstevenpmwork)
- repo first seen: `2026-02-26T20:09:20Z`
- repo last seen: `2026-03-27T15:57:50Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 1 reviews / 1 review comments**
- account age: **2320 days**
- recent public PR activity: **68 PRs** (58 merged / 7 closed-unmerged / 3 open; merged rate **85%**, closed-unmerged rate **10%**, open rate **4%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high recent PR volume; targets high-star repos**

Example artifacts:
- [PR #44307: fix(modeling_attn_mask_utils): remove FutureWarning from logger.warning_once()](https://github.com/huggingface/transformers/pull/44307) — closed, merged

### `jagwar`

- profile: [github.com/jagwar](https://github.com/jagwar)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajagwar)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajagwar)
- repo first seen: `2026-04-07T21:35:38Z`
- repo last seen: `2026-04-07T21:35:38Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **3691 days**
- recent public PR activity: **2 PRs** (2 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #45302: fix(security): prevent untrusted users from triggering TRL CI dispatch](https://github.com/huggingface/transformers/pull/45302) — closed, merged

### `Jaredw2289-svg`

- profile: [github.com/Jaredw2289-svg](https://github.com/Jaredw2289-svg)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJaredw2289-svg)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJaredw2289-svg)
- repo first seen: `2026-03-04T06:03:56Z`
- repo last seen: `2026-03-07T23:43:37Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **? days**
- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
- public orgs: none visible
- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
- heuristic read: **summary unavailable**
- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'Jaredw2289-svg'."}]`

Example artifacts:
- [PR #44427: fix(tokenization): preserve original tokenizer_class in save_pretrained](https://github.com/huggingface/transformers/pull/44427) — closed

### `JasonCZMeng`

- profile: [github.com/JasonCZMeng](https://github.com/JasonCZMeng)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJasonCZMeng)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJasonCZMeng)
- repo first seen: `2026-03-07T18:33:40Z`
- repo last seen: `2026-03-07T18:33:40Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **3598 days**
- recent public PR activity: **22 PRs** (5 merged / 12 closed-unmerged / 5 open; merged rate **23%**, closed-unmerged rate **55%**, open rate **23%**)
- public orgs: `plumenetwork`
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #44516: fix(qwen2_5_vl): handle ragged batched input in apply_chat_template](https://github.com/huggingface/transformers/pull/44516) — closed

### `jblox26`

- profile: [github.com/jblox26](https://github.com/jblox26)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajblox26)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajblox26)
- repo first seen: `2026-03-05T14:50:06Z`
- repo last seen: `2026-03-05T14:51:37Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **75 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #44472: Fix Qwen3VL get_rope_index StopIteration with per-frame video tokens](https://github.com/huggingface/transformers/pull/44472) — closed

### `Jess-Co-Del`

- profile: [github.com/Jess-Co-Del](https://github.com/Jess-Co-Del)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJess-Co-Del)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJess-Co-Del)
- repo first seen: `2026-03-23T17:02:50Z`
- repo last seen: `2026-03-24T10:18:17Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **2201 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #44952: Fix: Add correct return behaviour when output_hidden_states=True for CLIP and SIGLIP vision models](https://github.com/huggingface/transformers/pull/44952) — open

### `jIab-b`

- profile: [github.com/jIab-b](https://github.com/jIab-b)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AjIab-b)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AjIab-b)
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- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #45283: Add Qwen3.5 GGUF loading support](https://github.com/huggingface/transformers/pull/45283) — open

### `JiauZhang`

- profile: [github.com/JiauZhang](https://github.com/JiauZhang)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJiauZhang)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJiauZhang)
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- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #45461: Remove redundant condition checks in `get_image_size` method](https://github.com/huggingface/transformers/pull/45461) — closed, merged

### `JiwaniZakir`

- profile: [github.com/JiwaniZakir](https://github.com/JiwaniZakir)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJiwaniZakir)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJiwaniZakir)
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- heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs**

Example artifacts:
- [PR #44782: fix: XLNet: relative_positional_encoding computes on CPU every forward](https://github.com/huggingface/transformers/pull/44782) — closed, merged

### `joaquinhuigomez`

- profile: [github.com/joaquinhuigomez](https://github.com/joaquinhuigomez)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajoaquinhuigomez)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajoaquinhuigomez)
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- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #45080: Fix PreTrainedConfig as Pydantic field type after dataclass conversion](https://github.com/huggingface/transformers/pull/45080) — closed

### `JokeYoonic`

- profile: [github.com/JokeYoonic](https://github.com/JokeYoonic)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJokeYoonic)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJokeYoonic)
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- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #44676: fix(gpt2): Resolve NaN/Inf issue in lm_head on Python 3.13 with tied weights](https://github.com/huggingface/transformers/pull/44676) — open

### `JonoLF`

- profile: [github.com/JonoLF](https://github.com/JonoLF)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJonoLF)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJonoLF)
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- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #44228: [Quantisation] account for nested tensors from quantisers](https://github.com/huggingface/transformers/pull/44228) — open

### `JonusClapshaw`

- profile: [github.com/JonusClapshaw](https://github.com/JonusClapshaw)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJonusClapshaw)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJonusClapshaw)
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- heuristic read: **broad repo spread; high open PR share; no visible non-self stars**

Example artifacts:
- [PR #44870: fix: ensure prediction_step returns tensor for logits, not tuple #42200](https://github.com/huggingface/transformers/pull/44870) — closed

### `joshuaswanson`

- profile: [github.com/joshuaswanson](https://github.com/joshuaswanson)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajoshuaswanson)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajoshuaswanson)
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- heuristic read: **high recent PR volume; very broad repo spread**

Example artifacts:
- [PR #44642: Clarify that causal LM labels are shifted internally](https://github.com/huggingface/transformers/pull/44642) — open

### `JoursBleu`

- profile: [github.com/JoursBleu](https://github.com/JoursBleu)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJoursBleu)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJoursBleu)
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- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #44526: Add GGUF support for MiniMax-M2.1 model](https://github.com/huggingface/transformers/pull/44526) — closed, merged

### `juliabush`

- profile: [github.com/juliabush](https://github.com/juliabush)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajuliabush)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajuliabush)
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- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #45303: Fix FA2 inference equivalence failures for Whisper (closes #29942)](https://github.com/huggingface/transformers/pull/45303) — closed

### `Kabir08`

- profile: [github.com/Kabir08](https://github.com/Kabir08)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKabir08)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKabir08)
- repo first seen: `2026-04-19T08:27:15Z`
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- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #45511: Fix NaN in Gemma3/EmbeddingGemma when batching mixed-length sequences…](https://github.com/huggingface/transformers/pull/45511) — open

### `kamalrajkannan78`

- profile: [github.com/kamalrajkannan78](https://github.com/kamalrajkannan78)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akamalrajkannan78)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akamalrajkannan78)
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- public orgs: none visible
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume; no visible non-self stars**

Example artifacts:
- [PR #45277: Fix AttributeError in Gemma3ForConditionalGeneration and Gemma3ForSequenceClassification when config.return_dict=False](https://github.com/huggingface/transformers/pull/45277) — closed, merged

### `kathrynle20`

- profile: [github.com/kathrynle20](https://github.com/kathrynle20)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akathrynle20)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akathrynle20)
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- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #44286: Add future model support for Fouroversix](https://github.com/huggingface/transformers/pull/44286) — closed, merged

### `Ker102`

- profile: [github.com/Ker102](https://github.com/Ker102)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKer102)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKer102)
- repo first seen: `2026-03-13T13:13:58Z`
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- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **young account; high recent PR volume**

Example artifacts:
- [PR #44663: fix: restore missing `tokenizer_class` attribute in `ModelInfos.__init__`](https://github.com/huggingface/transformers/pull/44663) — closed

### `kevinmalana`

- profile: [github.com/kevinmalana](https://github.com/kevinmalana)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akevinmalana)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akevinmalana)
- repo first seen: `2026-04-16T10:03:07Z`
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- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #45472: fix(testing_utils): guard get_device_capability with torch.cuda.is_available()](https://github.com/huggingface/transformers/pull/45472) — closed

### `kulkarni-rohan`

- profile: [github.com/kulkarni-rohan](https://github.com/kulkarni-rohan)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akulkarni-rohan)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akulkarni-rohan)
- repo first seen: `2026-03-14T20:01:00Z`
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- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #44713: [ColQwen2] Refactor output tracing (issue #43979)](https://github.com/huggingface/transformers/pull/44713) — open

### `layla1824`

- profile: [github.com/layla1824](https://github.com/layla1824)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alayla1824)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alayla1824)
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- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #45025: Update configuration_Clarify rotary_pct reset behavior in GPTNeoXConfiggpt_neox.py](https://github.com/huggingface/transformers/pull/45025) — closed

### `leaderofARS`

- profile: [github.com/leaderofARS](https://github.com/leaderofARS)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AleaderofARS)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AleaderofARS)
- repo first seen: `2026-03-01T07:34:43Z`
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- public orgs: none visible
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume**

Example artifacts:
- [PR #44369: Feature/integrations docs fix](https://github.com/huggingface/transformers/pull/44369) — open

### `liding-nv`

- profile: [github.com/liding-nv](https://github.com/liding-nv)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aliding-nv)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aliding-nv)
- repo first seen: `2026-03-02T13:22:21Z`
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- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **young account; no visible non-self stars**

Example artifacts:
- [PR #44390: add support for nemotron_3](https://github.com/huggingface/transformers/pull/44390) — closed, merged

### `likejazz`

- profile: [github.com/likejazz](https://github.com/likejazz)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alikejazz)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alikejazz)
- repo first seen: `2026-02-26T14:30:24Z`
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- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #44301: Fix: Qwen3 `<think>` blocks not written during fine-tuning (TRL)](https://github.com/huggingface/transformers/pull/44301) — closed

### `louzongzhi`

- profile: [github.com/louzongzhi](https://github.com/louzongzhi)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alouzongzhi)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alouzongzhi)
- repo first seen: `2026-04-14T05:14:08Z`
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- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #45424: Add IndexCache support for GLM5 DSA](https://github.com/huggingface/transformers/pull/45424) — open

### `lowzhao`

- profile: [github.com/lowzhao](https://github.com/lowzhao)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alowzhao)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alowzhao)
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- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #45262: doc: fix TokenizersBackend.convert_to_native_format docstring](https://github.com/huggingface/transformers/pull/45262) — closed, merged

### `LucasMa2025`

- profile: [github.com/LucasMa2025](https://github.com/LucasMa2025)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALucasMa2025)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALucasMa2025)
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- heuristic read: **very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #44708: Add Configurable Generation Scheduler and State Machine for `generate()`](https://github.com/huggingface/transformers/pull/44708) — closed, draft

### `lucianommartins`

- profile: [github.com/lucianommartins](https://github.com/lucianommartins)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alucianommartins)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alucianommartins)
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- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #45257: [Gemma4] Fix chat template and stop tokens for OpenAI tool calling compatibility](https://github.com/huggingface/transformers/pull/45257) — closed, draft

### `lvliang-intel`

- profile: [github.com/lvliang-intel](https://github.com/lvliang-intel)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alvliang-intel)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alvliang-intel)
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- heuristic read: **—**

Example artifacts:
- [PR #45494: Fix: propagate quantization_config to text sub-config for composite models in AutoModelForCausalLM](https://github.com/huggingface/transformers/pull/45494) — open

### `maanas1234`

- profile: [github.com/maanas1234](https://github.com/maanas1234)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amaanas1234)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amaanas1234)
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- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #45150: Fix incorrect TrainingArguments example in training.md](https://github.com/huggingface/transformers/pull/45150) — closed, merged

### `madhav1k`

- profile: [github.com/madhav1k](https://github.com/madhav1k)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amadhav1k)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amadhav1k)
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- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #45270: [Trainer] Support multi-loss component logging](https://github.com/huggingface/transformers/pull/45270) — open, draft

### `marvinzh`

- profile: [github.com/marvinzh](https://github.com/marvinzh)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amarvinzh)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amarvinzh)
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- heuristic read: **no visible non-self stars**

Example artifacts:
- [PR #45280: add Qianfan-OCR model definition](https://github.com/huggingface/transformers/pull/45280) — closed, merged

### `McPatate`

- profile: [github.com/McPatate](https://github.com/McPatate)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMcPatate)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMcPatate)
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- public orgs: `huggingface`
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume**

Example artifacts:
- [PR #45439: feat: bump min safetensors version to `0.8.0-rc.0`](https://github.com/huggingface/transformers/pull/45439) — closed

### `milesial`

- profile: [github.com/milesial](https://github.com/milesial)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amilesial)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amilesial)
- repo first seen: `2026-03-31T01:59:28Z`
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- public orgs: `utcoupe`, `dataventureutc`
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #45134: Optimize Parakeet feature extraction on CUDA](https://github.com/huggingface/transformers/pull/45134) — open

### `mitre88`

- profile: [github.com/mitre88](https://github.com/mitre88)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amitre88)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amitre88)
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- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**

Example artifacts:
- [PR #44422: docs: add Spanish translation for conversations.md (chat basics)](https://github.com/huggingface/transformers/pull/44422) — closed, merged

### `mobicham`

- profile: [github.com/mobicham](https://github.com/mobicham)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amobicham)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amobicham)
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- public orgs: none visible
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #45147: Fix broken HQQ support](https://github.com/huggingface/transformers/pull/45147) — open

### `mohamad-tohidi`

- profile: [github.com/mohamad-tohidi](https://github.com/mohamad-tohidi)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amohamad-tohidi)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amohamad-tohidi)
- repo first seen: `2026-04-11T10:00:07Z`
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- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #45374: Adding hierarchical classification example](https://github.com/huggingface/transformers/pull/45374) — closed

### `mohdfaour03`

- profile: [github.com/mohdfaour03](https://github.com/mohdfaour03)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amohdfaour03)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amohdfaour03)
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- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #45317: Fix AttributeError in _patch_mistral_regex when fix_mistral_regex=True  ](https://github.com/huggingface/transformers/pull/45317) — open

### `moktamd`

- profile: [github.com/moktamd](https://github.com/moktamd)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amoktamd)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amoktamd)
- repo first seen: `2026-03-11T10:32:26Z`
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- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
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- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
- heuristic read: **high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**

Example artifacts:
- [PR #44591: Add MPS SDPA workarounds for value head dim and bidirectional attention](https://github.com/huggingface/transformers/pull/44591) — closed

### `mrutkows`

- profile: [github.com/mrutkows](https://github.com/mrutkows)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amrutkows)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amrutkows)
- repo first seen: `2026-04-09T17:46:37Z`
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- public orgs: `IBM`, `openwhisk`, `tektoncd`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #45350: WIP: Add support for Granite4VisionForConditionalGeneration](https://github.com/huggingface/transformers/pull/45350) — open, draft

### `MukundaKatta`

- profile: [github.com/MukundaKatta](https://github.com/MukundaKatta)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMukundaKatta)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMukundaKatta)
- repo first seen: `2026-04-15T08:33:29Z`
- repo last seen: `2026-04-15T08:33:29Z`
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- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
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- recent public PR activity: **311 PRs** (207 merged / 23 closed-unmerged / 81 open; merged rate **67%**, closed-unmerged rate **7%**, open rate **26%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; very broad repo spread; no visible non-self stars**

Example artifacts:
- [PR #45451: Fix 'seperate' typo in qwen3/glm video-model docstrings](https://github.com/huggingface/transformers/pull/45451) — closed

### `n0kovo`

- profile: [github.com/n0kovo](https://github.com/n0kovo)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3An0kovo)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3An0kovo)
- repo first seen: `2026-02-28T00:24:32Z`
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- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #44348: Enable MetalConfig to load pre-quantized MLX models from HuggingFace Hub](https://github.com/huggingface/transformers/pull/44348) — open

### `N3u0ns`

- profile: [github.com/N3u0ns](https://github.com/N3u0ns)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AN3u0ns)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AN3u0ns)
- repo first seen: `2026-03-01T13:53:58Z`
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- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #44372: fix: handle Cython-compiled functions in get_docstring_indentation_level](https://github.com/huggingface/transformers/pull/44372) — closed

### `NabilMch`

- profile: [github.com/NabilMch](https://github.com/NabilMch)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ANabilMch)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ANabilMch)
- repo first seen: `2026-02-28T15:11:37Z`
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- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #44357: Fix RoPE inv_freq default initialization (Issue #39753)](https://github.com/huggingface/transformers/pull/44357) — closed

### `nakigami`

- profile: [github.com/nakigami](https://github.com/nakigami)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anakigami)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anakigami)
- repo first seen: `2026-03-08T01:30:39Z`
- repo last seen: `2026-03-08T01:30:39Z`
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- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #44520: test(cli): add unit tests for env and model utility commands](https://github.com/huggingface/transformers/pull/44520) — closed

### `NathanHB`

- profile: [github.com/NathanHB](https://github.com/NathanHB)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ANathanHB)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ANathanHB)
- repo first seen: `2026-03-27T13:02:59Z`
- repo last seen: `2026-03-27T15:17:14Z`
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- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **3182 days**
- recent public PR activity: **14 PRs** (11 merged / 1 closed-unmerged / 2 open; merged rate **79%**, closed-unmerged rate **7%**, open rate **14%**)
- public orgs: `huggingface`
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #45057: [serving] Fix continuous batching JSON response serialization](https://github.com/huggingface/transformers/pull/45057) — closed, merged

### `neo`

- profile: [github.com/neo](https://github.com/neo)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aneo)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aneo)
- repo first seen: `2026-03-12T19:59:28Z`
- repo last seen: `2026-03-18T16:08:08Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
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- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **4212 days**
- recent public PR activity: **5 PRs** (2 merged / 0 closed-unmerged / 3 open; merged rate **40%**, closed-unmerged rate **0%**, open rate **60%**)
- public orgs: `Experience-Monks`
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #44672: Fix annotations reader for python 3.14 in `PreTrainedModel`](https://github.com/huggingface/transformers/pull/44672) — closed, merged

### `NicoleRobin`

- profile: [github.com/NicoleRobin](https://github.com/NicoleRobin)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ANicoleRobin)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ANicoleRobin)
- repo first seen: `2026-03-21T03:25:56Z`
- repo last seen: `2026-03-21T03:25:56Z`
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- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **4096 days**
- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #44905: fix(i18n): replace broken relative links to awesome-transformers.md with absolute URLs](https://github.com/huggingface/transformers/pull/44905) — closed, merged

### `nikste`

- profile: [github.com/nikste](https://github.com/nikste)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anikste)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anikste)
- repo first seen: `2026-02-22T23:40:56Z`
- repo last seen: `2026-02-22T23:40:56Z`
- first seen in snapshot: **no**
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- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **4017 days**
- recent public PR activity: **38 PRs** (35 merged / 2 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **5%**, open rate **3%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **high recent PR volume**

Example artifacts:
- [PR #44216: Fix #44016: Syntax error in Transformer section 3 (Transformers, what can they do?) notebook](https://github.com/huggingface/transformers/pull/44216) — closed

### `omyaaa1`

- profile: [github.com/omyaaa1](https://github.com/omyaaa1)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aomyaaa1)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aomyaaa1)
- repo first seen: `2026-03-19T04:48:58Z`
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- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
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- recent public PR activity: **2 PRs** (1 merged / 1 closed-unmerged / 0 open; merged rate **50%**, closed-unmerged rate **50%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #44842: Fix AutoImageProcessor URL loading regression](https://github.com/huggingface/transformers/pull/44842) — closed

### `orbisai0security`

- profile: [github.com/orbisai0security](https://github.com/orbisai0security)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aorbisai0security)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aorbisai0security)
- repo first seen: `2026-03-30T15:02:06Z`
- repo last seen: `2026-03-30T15:02:06Z`
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- recent public PR activity: **233 PRs** (15 merged / 115 closed-unmerged / 103 open; merged rate **6%**, closed-unmerged rate **49%**, open rate **44%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
- heuristic read: **young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos**

Example artifacts:
- [PR #45121: fix: remove unsafe exec() in serve.py](https://github.com/huggingface/transformers/pull/45121) — closed

### `overcastbulb`

- profile: [github.com/overcastbulb](https://github.com/overcastbulb)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aovercastbulb)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aovercastbulb)
- repo first seen: `2026-02-27T14:37:19Z`
- repo last seen: `2026-02-27T14:37:19Z`
- first seen in snapshot: **no**
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- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1530 days**
- recent public PR activity: **9 PRs** (4 merged / 5 closed-unmerged / 0 open; merged rate **44%**, closed-unmerged rate **56%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs**

Example artifacts:
- [PR #44326: docs: Add zero-shot-classification example to pipeline tutorial](https://github.com/huggingface/transformers/pull/44326) — closed

### `owwll`

- profile: [github.com/owwll](https://github.com/owwll)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aowwll)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aowwll)
- repo first seen: `2026-04-10T21:13:32Z`
- repo last seen: `2026-04-10T21:13:32Z`
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- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **636 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #45366: Fix OLMoE routing and Mistral4 RoPE dimensions](https://github.com/huggingface/transformers/pull/45366) — closed

### `partacc`

- profile: [github.com/partacc](https://github.com/partacc)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apartacc)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apartacc)
- repo first seen: `2026-04-07T20:07:02Z`
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- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **282 days**
- recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
- public orgs: none visible
- compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
- heuristic read: **young account; no visible non-self stars**

Example artifacts:
- [PR #45299: [Please ignore] CI Test PR](https://github.com/huggingface/transformers/pull/45299) — closed

### `parthchopra07`

- profile: [github.com/parthchopra07](https://github.com/parthchopra07)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aparthchopra07)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aparthchopra07)
- repo first seen: `2026-02-22T18:32:16Z`
- repo last seen: `2026-02-22T18:32:16Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIMER**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1545 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #44213: Update BEiT model card](https://github.com/huggingface/transformers/pull/44213) — closed

### `pdufour`

- profile: [github.com/pdufour](https://github.com/pdufour)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apdufour)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apdufour)
- repo first seen: `2026-04-04T00:15:04Z`
- repo last seen: `2026-04-10T23:19:19Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 2 reviews / 2 review comments**
- account age: **5247 days**
- recent public PR activity: **6 PRs** (1 merged / 0 closed-unmerged / 5 open; merged rate **17%**, closed-unmerged rate **0%**, open rate **83%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share**

Example artifacts:
- [PR #45233: feat: make timesfm2_5 onnx export compatible](https://github.com/huggingface/transformers/pull/45233) — open

### `pnehete23`

- profile: [github.com/pnehete23](https://github.com/pnehete23)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apnehete23)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apnehete23)
- repo first seen: `2026-03-26T08:52:10Z`
- repo last seen: `2026-03-26T08:52:10Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **867 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #45015: fix: guard sys.modules access in _can_set_attn/experts_implementation](https://github.com/huggingface/transformers/pull/45015) — closed

### `popotest`

- profile: [github.com/popotest](https://github.com/popotest)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apopotest)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apopotest)
- repo first seen: `2026-03-26T15:33:19Z`
- repo last seen: `2026-03-26T15:33:19Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **78 days**
- recent public PR activity: **2 PRs** (0 merged / 2 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #45022: Update _config.py](https://github.com/huggingface/transformers/pull/45022) — closed

### `prakhar-agarwal`

- profile: [github.com/prakhar-agarwal](https://github.com/prakhar-agarwal)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aprakhar-agarwal)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aprakhar-agarwal)
- repo first seen: `2026-03-22T05:20:22Z`
- repo last seen: `2026-03-22T05:20:22Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **4776 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #44923: fix: avoid unconditional model_info call in _patch_mistral_regex](https://github.com/huggingface/transformers/pull/44923) — open, draft

### `pramilajangid`

- profile: [github.com/pramilajangid](https://github.com/pramilajangid)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apramilajangid)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apramilajangid)
- repo first seen: `2026-03-24T09:57:20Z`
- repo last seen: `2026-03-24T17:02:42Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
- account age: **3043 days**
- recent public PR activity: **6 PRs** (4 merged / 1 closed-unmerged / 1 open; merged rate **67%**, closed-unmerged rate **17%**, open rate **17%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #44966: Fix backward compatibility for CommonKwargs in processing_utils (brea…](https://github.com/huggingface/transformers/pull/44966) — closed

### `pranay-3108`

- profile: [github.com/pranay-3108](https://github.com/pranay-3108)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apranay-3108)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apranay-3108)
- repo first seen: `2026-03-11T05:13:57Z`
- repo last seen: `2026-03-11T21:08:42Z`
- first seen in snapshot: **no**
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- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **350 days**
- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **young account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #44590: Fix incorrect docstring for position_ids](https://github.com/huggingface/transformers/pull/44590) — closed

### `rain-1`

- profile: [github.com/rain-1](https://github.com/rain-1)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arain-1)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arain-1)
- repo first seen: `2026-03-10T07:09:07Z`
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- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
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- recent public PR activity: **3 PRs** (0 merged / 1 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share**

Example artifacts:
- [PR #44558: Add /v1/completions endpoint (OpenAI legacy completions API) to `transformers serve`](https://github.com/huggingface/transformers/pull/44558) — open

### `RicardoLee510520`

- profile: [github.com/RicardoLee510520](https://github.com/RicardoLee510520)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARicardoLee510520)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARicardoLee510520)
- repo first seen: `2026-03-19T06:30:53Z`
- repo last seen: `2026-03-19T06:30:53Z`
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- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **young account; many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #44846: [Docs] Update DeiT model card to new format](https://github.com/huggingface/transformers/pull/44846) — closed

### `RishabhMehra`

- profile: [github.com/RishabhMehra](https://github.com/RishabhMehra)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARishabhMehra)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARishabhMehra)
- repo first seen: `2026-02-25T12:49:56Z`
- repo last seen: `2026-02-25T12:49:56Z`
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- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #44278: [FEAT] Pipelines - Faster group_entities](https://github.com/huggingface/transformers/pull/44278) — closed

### `Rohang2005`

- profile: [github.com/Rohang2005](https://github.com/Rohang2005)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARohang2005)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARohang2005)
- repo first seen: `2026-03-04T08:13:38Z`
- repo last seen: `2026-03-04T08:13:38Z`
- first seen in snapshot: **no**
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- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
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- recent public PR activity: **2 PRs** (0 merged / 2 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #44430: Fix inconsistent past_key_value/past_key_values usage in AFMoE modeling](https://github.com/huggingface/transformers/pull/44430) — closed

### `roycho96`

- profile: [github.com/roycho96](https://github.com/roycho96)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aroycho96)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aroycho96)
- repo first seen: `2026-03-20T15:08:32Z`
- repo last seen: `2026-03-20T15:08:32Z`
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- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share**

Example artifacts:
- [PR #44889: [DeepSpeed] Fix evaluate()/predict() before train()](https://github.com/huggingface/transformers/pull/44889) — open

### `rsmed31`

- profile: [github.com/rsmed31](https://github.com/rsmed31)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arsmed31)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arsmed31)
- repo first seen: `2026-03-14T23:57:14Z`
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- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #44718: Fix: propagate interpolate_pos_encoding through PixioEmbeddings and PixioModel](https://github.com/huggingface/transformers/pull/44718) — closed

### `ruben-aghayan`

- profile: [github.com/ruben-aghayan](https://github.com/ruben-aghayan)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aruben-aghayan)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aruben-aghayan)
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- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #45389: Require input_ids for repetition penalty](https://github.com/huggingface/transformers/pull/45389) — open

### `Ryan-J-MAX`

- profile: [github.com/Ryan-J-MAX](https://github.com/Ryan-J-MAX)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARyan-J-MAX)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARyan-J-MAX)
- repo first seen: `2026-02-24T10:48:54Z`
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- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #44249: fix: add backward compatibility for grouped_entities parameter](https://github.com/huggingface/transformers/pull/44249) — closed

### `ryota-komatsu`

- profile: [github.com/ryota-komatsu](https://github.com/ryota-komatsu)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aryota-komatsu)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aryota-komatsu)
- repo first seen: `2026-04-06T18:01:42Z`
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- public orgs: `tttslab`
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #45269: Fix typos in src/transformers/utils/output_capturing.py](https://github.com/huggingface/transformers/pull/45269) — closed, merged

### `sachinkumarsingh092`

- profile: [github.com/sachinkumarsingh092](https://github.com/sachinkumarsingh092)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asachinkumarsingh092)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asachinkumarsingh092)
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- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #45401: Add support for Voxtral-4B-TTS-2603 to transformers](https://github.com/huggingface/transformers/pull/45401) — open, draft

### `sahildando`

- profile: [github.com/sahildando](https://github.com/sahildando)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asahildando)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asahildando)
- repo first seen: `2026-04-07T21:12:29Z`
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- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **high**, automation risk **medium**
- heuristic read: **broad repo spread; many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #45301:  docs maintenance for transformers repository 979e8](https://github.com/huggingface/transformers/pull/45301) — closed

### `sahilleth`

- profile: [github.com/sahilleth](https://github.com/sahilleth)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asahilleth)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asahilleth)
- repo first seen: `2026-03-19T05:50:29Z`
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- public orgs: none visible
- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
- heuristic read: **very new account; broad repo spread; high open PR share; no visible non-self stars**

Example artifacts:
- [PR #44844: Fix DEIM config export and public API](https://github.com/huggingface/transformers/pull/44844) — closed

### `sahilmaniyar888`

- profile: [github.com/sahilmaniyar888](https://github.com/sahilmaniyar888)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asahilmaniyar888)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asahilmaniyar888)
- repo first seen: `2026-03-02T11:40:49Z`
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- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #44388: Fix loading report ANSI styles for non-TTY output](https://github.com/huggingface/transformers/pull/44388) — closed

### `SamArun28`

- profile: [github.com/SamArun28](https://github.com/SamArun28)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASamArun28)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASamArun28)
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- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #44562: docs: standardize BERT model card](https://github.com/huggingface/transformers/pull/44562) — closed

### `samuelleecong`

- profile: [github.com/samuelleecong](https://github.com/samuelleecong)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asamuelleecong)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asamuelleecong)
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- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #44159: Add SDPA and Flash Attention support for OWL-ViT](https://github.com/huggingface/transformers/pull/44159) — open

### `sandesh-bhandari-dev`

- profile: [github.com/sandesh-bhandari-dev](https://github.com/sandesh-bhandari-dev)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asandesh-bhandari-dev)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asandesh-bhandari-dev)
- repo first seen: `2026-03-05T01:40:47Z`
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- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
- heuristic read: **very new account; many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #44449: fix: 3 bugs : MoE aux loss, ANSI TTY leak, pipeline removed and also task error](https://github.com/huggingface/transformers/pull/44449) — closed

### `shaealh`

- profile: [github.com/shaealh](https://github.com/shaealh)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ashaealh)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ashaealh)
- repo first seen: `2026-03-13T05:05:01Z`
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- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #44650: Fix Seq2SeqTrainer generation path for decoder-only models](https://github.com/huggingface/transformers/pull/44650) — open

### `shhKnight30`

- profile: [github.com/shhKnight30](https://github.com/shhKnight30)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AshhKnight30)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AshhKnight30)
- repo first seen: `2026-04-04T10:29:57Z`
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- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #45240: fix: restore mypy type checking for PreTrainedConfig subclasses (#45071)](https://github.com/huggingface/transformers/pull/45240) — closed, merged

### `Shikhar-S`

- profile: [github.com/Shikhar-S](https://github.com/Shikhar-S)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AShikhar-S)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AShikhar-S)
- repo first seen: `2026-04-10T04:26:05Z`
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- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share**

Example artifacts:
- [PR #45355: Add universal phone recognition model - PhoneticXeus](https://github.com/huggingface/transformers/pull/45355) — open

### `somAzzz`

- profile: [github.com/somAzzz](https://github.com/somAzzz)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AsomAzzz)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AsomAzzz)
- repo first seen: `2026-02-25T22:43:41Z`
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- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #44288: Fix TypeError in modeling_rope_utils.py when ignore_keys_at_rope_vali…](https://github.com/huggingface/transformers/pull/44288) — closed

### `songyuc`

- profile: [github.com/songyuc](https://github.com/songyuc)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asongyuc)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asongyuc)
- repo first seen: `2026-04-12T12:53:49Z`
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- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
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- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #45385: Ignore CLIP position_ids in unexpected key loading report](https://github.com/huggingface/transformers/pull/45385) — closed

### `Spectual`

- profile: [github.com/Spectual](https://github.com/Spectual)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASpectual)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASpectual)
- repo first seen: `2026-04-16T06:54:56Z`
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- public orgs: none visible
- compact scores: follow-through **weak**, breadth **high**, automation risk **low**
- heuristic read: **broad repo spread; high open PR share; targets high-star repos**

Example artifacts:
- [PR #45469: Fix: propagate interpolate_pos_encoding through Pixio model hierarchy](https://github.com/huggingface/transformers/pull/45469) — open

### `stargazerwh`

- profile: [github.com/stargazerwh](https://github.com/stargazerwh)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astargazerwh)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astargazerwh)
- repo first seen: `2026-02-21T14:34:30Z`
- repo last seen: `2026-03-09T01:39:32Z`
- first seen in snapshot: **no**
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- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **2935 days**
- recent public PR activity: **4 PRs** (0 merged / 1 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **25%**, open rate **75%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #44533: docs: Remove references to removed 'transformers run' CLI command](https://github.com/huggingface/transformers/pull/44533) — closed

### `Talhax55z`

- profile: [github.com/Talhax55z](https://github.com/Talhax55z)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ATalhax55z)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ATalhax55z)
- repo first seen: `2026-04-03T16:36:25Z`
- repo last seen: `2026-04-13T15:05:06Z`
- first seen in snapshot: **no**
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- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
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- recent public PR activity: **4 PRs** (1 merged / 1 closed-unmerged / 2 open; merged rate **25%**, closed-unmerged rate **25%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; no visible non-self stars**

Example artifacts:
- [PR #45223: Fix: ObjectDetectionPipeline batch inference only returns first image results](https://github.com/huggingface/transformers/pull/45223) — closed

### `tejasae-afk`

- profile: [github.com/tejasae-afk](https://github.com/tejasae-afk)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atejasae-afk)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atejasae-afk)
- repo first seen: `2026-03-13T21:22:07Z`
- repo last seen: `2026-03-13T21:22:07Z`
- first seen in snapshot: **no**
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- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
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- recent public PR activity: **177 PRs** (35 merged / 126 closed-unmerged / 16 open; merged rate **20%**, closed-unmerged rate **71%**, open rate **9%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs**

Example artifacts:
- [PR #44686: Use safe_load in convert marian to pytorch](https://github.com/huggingface/transformers/pull/44686) — closed

### `tianhaocui`

- profile: [github.com/tianhaocui](https://github.com/tianhaocui)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atianhaocui)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atianhaocui)
- repo first seen: `2026-04-19T10:27:36Z`
- repo last seen: `2026-04-19T10:27:36Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2442 days**
- recent public PR activity: **59 PRs** (30 merged / 7 closed-unmerged / 22 open; merged rate **51%**, closed-unmerged rate **12%**, open rate **37%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
- heuristic read: **high recent PR volume; broad repo spread**

Example artifacts:
- [PR #45514: Fix GraniteMoeHybrid _update_mamba_mask crash on attention-only models](https://github.com/huggingface/transformers/pull/45514) — open

### `TinderZ`

- profile: [github.com/TinderZ](https://github.com/TinderZ)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ATinderZ)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ATinderZ)
- repo first seen: `2026-02-19T02:35:08Z`
- repo last seen: `2026-02-19T02:35:08Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **750 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #44144: [docs] Add Chinese translations for common NLP task tutorials](https://github.com/huggingface/transformers/pull/44144) — closed, merged

### `VanshikaSohal`

- profile: [github.com/VanshikaSohal](https://github.com/VanshikaSohal)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AVanshikaSohal)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AVanshikaSohal)
- repo first seen: `2026-03-22T18:45:01Z`
- repo last seen: `2026-03-22T18:45:01Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **564 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #44935: Fix variable shadowing in pipeline example and typo in BART docs (BERT → BART)](https://github.com/huggingface/transformers/pull/44935) — closed, merged

### `vimal-crypto`

- profile: [github.com/vimal-crypto](https://github.com/vimal-crypto)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avimal-crypto)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avimal-crypto)
- repo first seen: `2026-03-11T12:37:46Z`
- repo last seen: `2026-03-11T12:37:46Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **981 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #44594: [Pipeline] Add top_k, label filtering, box_format and score sorting to ObjectDetectionPipeline](https://github.com/huggingface/transformers/pull/44594) — open

### `vishalpatil-45`

- profile: [github.com/vishalpatil-45](https://github.com/vishalpatil-45)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avishalpatil-45)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avishalpatil-45)
- repo first seen: `2026-02-25T08:27:32Z`
- repo last seen: `2026-02-25T08:27:32Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **430 days**
- recent public PR activity: **6 PRs** (1 merged / 5 closed-unmerged / 0 open; merged rate **17%**, closed-unmerged rate **83%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #44275: [Fix] Restore lazy loading to improve import performance (#44273)](https://github.com/huggingface/transformers/pull/44275) — closed

### `vivekvar-dl`

- profile: [github.com/vivekvar-dl](https://github.com/vivekvar-dl)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avivekvar-dl)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avivekvar-dl)
- repo first seen: `2026-03-21T03:12:37Z`
- repo last seen: `2026-03-21T03:12:37Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2072 days**
- recent public PR activity: **28 PRs** (4 merged / 11 closed-unmerged / 13 open; merged rate **14%**, closed-unmerged rate **39%**, open rate **46%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
- heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**

Example artifacts:
- [PR #44904: fix(granite_speech): convert int to float for multiplier fields in text_config](https://github.com/huggingface/transformers/pull/44904) — closed

### `vxa8502`

- profile: [github.com/vxa8502](https://github.com/vxa8502)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avxa8502)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avxa8502)
- repo first seen: `2026-03-13T22:49:59Z`
- repo last seen: `2026-03-16T22:53:13Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **431 days**
- recent public PR activity: **3 PRs** (1 merged / 1 closed-unmerged / 1 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #44687: Add explicit position_ids to GPT-Neo attention layers](https://github.com/huggingface/transformers/pull/44687) — closed

### `w601sxs`

- profile: [github.com/w601sxs](https://github.com/w601sxs)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aw601sxs)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aw601sxs)
- repo first seen: `2026-04-01T15:02:15Z`
- repo last seen: `2026-04-06T18:46:50Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **4837 days**
- recent public PR activity: **7 PRs** (4 merged / 2 closed-unmerged / 1 open; merged rate **57%**, closed-unmerged rate **29%**, open rate **14%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #45168: Update min_lr and max_lr default values to better defaults](https://github.com/huggingface/transformers/pull/45168) — open

### `XingyuHu109`

- profile: [github.com/XingyuHu109](https://github.com/XingyuHu109)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AXingyuHu109)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AXingyuHu109)
- repo first seen: `2026-03-05T21:14:38Z`
- repo last seen: `2026-03-06T01:35:37Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **1517 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #44481: Add native DeepSeek-V3.2 support](https://github.com/huggingface/transformers/pull/44481) — closed

### `xr843`

- profile: [github.com/xr843](https://github.com/xr843)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Axr843)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Axr843)
- repo first seen: `2026-03-18T23:53:54Z`
- repo last seen: `2026-03-18T23:53:54Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1032 days**
- recent public PR activity: **529 PRs** (424 merged / 97 closed-unmerged / 8 open; merged rate **80%**, closed-unmerged rate **18%**, open rate **2%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; very broad repo spread**

Example artifacts:
- [PR #44838: Fix AutoImageProcessor.from_pretrained failing with URL input](https://github.com/huggingface/transformers/pull/44838) — closed

### `xu-song`

- profile: [github.com/xu-song](https://github.com/xu-song)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Axu-song)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Axu-song)
- repo first seen: `2026-04-01T14:50:33Z`
- repo last seen: `2026-04-03T05:36:58Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **3895 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #45167: Add anthropic style of function schema](https://github.com/huggingface/transformers/pull/45167) — open

### `yacinemebarki`

- profile: [github.com/yacinemebarki](https://github.com/yacinemebarki)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayacinemebarki)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayacinemebarki)
- repo first seen: `2026-03-30T21:18:47Z`
- repo last seen: `2026-03-30T21:18:47Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **482 days**
- recent public PR activity: **7 PRs** (4 merged / 3 closed-unmerged / 0 open; merged rate **57%**, closed-unmerged rate **43%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #45131: Fix MoE routers returning probabilities instead of logits](https://github.com/huggingface/transformers/pull/45131) — closed, merged

### `Yanis01682`

- profile: [github.com/Yanis01682](https://github.com/Yanis01682)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYanis01682)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYanis01682)
- repo first seen: `2026-04-14T01:47:54Z`
- repo last seen: `2026-04-14T01:47:54Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **606 days**
- recent public PR activity: **11 PRs** (9 merged / 0 closed-unmerged / 2 open; merged rate **82%**, closed-unmerged rate **0%**, open rate **18%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #45423: Fix void segmentation map label reduction](https://github.com/huggingface/transformers/pull/45423) — open

### `yoginlangalia`

- profile: [github.com/yoginlangalia](https://github.com/yoginlangalia)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayoginlangalia)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayoginlangalia)
- repo first seen: `2026-02-27T06:40:02Z`
- repo last seen: `2026-02-27T06:40:13Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **225 days**
- recent public PR activity: **6 PRs** (0 merged / 1 closed-unmerged / 5 open; merged rate **0%**, closed-unmerged rate **17%**, open rate **83%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **young account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #44318: Validate bounding box shape in LayoutLMv3Tokenizer](https://github.com/huggingface/transformers/pull/44318) — closed

### `yushiran`

- profile: [github.com/yushiran](https://github.com/yushiran)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayushiran)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayushiran)
- repo first seen: `2026-02-23T19:50:05Z`
- repo last seen: `2026-02-23T19:50:05Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1873 days**
- recent public PR activity: **5 PRs** (3 merged / 1 closed-unmerged / 1 open; merged rate **60%**, closed-unmerged rate **20%**, open rate **20%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #44241: fix: add missing return type annotations to type-checking utilities in generic.py](https://github.com/huggingface/transformers/pull/44241) — closed, merged

### `zendy199x`

- profile: [github.com/zendy199x](https://github.com/zendy199x)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azendy199x)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azendy199x)
- repo first seen: `2026-03-29T15:50:04Z`
- repo last seen: `2026-03-29T15:50:04Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2543 days**
- recent public PR activity: **41 PRs** (3 merged / 28 closed-unmerged / 10 open; merged rate **7%**, closed-unmerged rate **68%**, open rate **24%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
- heuristic read: **high recent PR volume; very broad repo spread; many recent closed-unmerged PRs**

Example artifacts:
- [PR #45098: fix: incomplete string literal causes syntax error in config docstring checker](https://github.com/huggingface/transformers/pull/45098) — closed

### `zFlux`

- profile: [github.com/zFlux](https://github.com/zFlux)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AzFlux)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AzFlux)
- repo first seen: `2026-04-12T03:38:01Z`
- repo last seen: `2026-04-12T03:38:01Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **4241 days**
- recent public PR activity: **4 PRs** (2 merged / 0 closed-unmerged / 2 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #45382: Add AudioGen (AudioCraft) to MusicGen conversion scripts](https://github.com/huggingface/transformers/pull/45382) — open, draft

### `zozo123`

- profile: [github.com/zozo123](https://github.com/zozo123)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azozo123)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azozo123)
- repo first seen: `2026-04-05T19:00:26Z`
- repo last seen: `2026-04-05T19:00:26Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **5577 days**
- recent public PR activity: **87 PRs** (14 merged / 56 closed-unmerged / 17 open; merged rate **16%**, closed-unmerged rate **64%**, open rate **20%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
- heuristic read: **high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #45256: fix: skip qwen3_5_text checkpoint remap for nested VL language_model](https://github.com/huggingface/transformers/pull/45256) — closed

### `zvik`

- profile: [github.com/zvik](https://github.com/zvik)
- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azvik)
- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azvik)
- repo first seen: `2026-03-03T07:50:39Z`
- repo last seen: `2026-04-19T10:17:05Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIMER**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 5 reviews / 5 review comments**
- account age: **4383 days**
- recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
- public orgs: none visible
- compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
- heuristic read: **no visible non-self stars**

Example artifacts:
- [PR #44408: Add option to export  encoder hidden states for Granite-speech](https://github.com/huggingface/transformers/pull/44408) — open