Refresh transformers dataset snapshot 20260417T190543Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260417T180542Z`
+- latest snapshot: `20260417T190543Z`
 - raw data only; no labels or moderation decisions
 - PR metadata, file-level patch hunks, and full unified diffs are included
 - full file contents for changed files are not included

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new-contributors-report.md

@@ -1,7 +1,7 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260417T180542Z`
-- Generated: `2026-04-17T18:22:44Z`
+- Snapshot: `20260417T190543Z`
+- Generated: `2026-04-17T19:20:51Z`
 - Activity window: `60d`
 - Contributors: `374`
 
@@ -33,7 +33,7 @@
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 | `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 |
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@@ -58,7 +58,7 @@
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 | `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 |
 | `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 |
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 | `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3839d | `2026-01-21T06:14:39Z` | 4 | 3 | weak | low | low | targets high-star repos |
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 | `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 | 228d | `2026-04-02T14:08:15Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
+| `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 |
 | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | FIRST_TIME_CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; 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 | 3478d | `2026-02-10T18:34:03Z` | 2 | 0 | mixed | high | low | broad repo spread |
+| `tyler-romero` | [profile](https://github.com/tyler-romero) | no | CONTRIBUTOR | 3479d | `2026-02-10T18:34:03Z` | 2 | 0 | mixed | high | low | broad repo spread |
 | `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 |
 | `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 |
@@ -156,7 +156,7 @@
 | `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 | 4657d | `2026-02-13T05:15:44Z` | 2 | 0 | weak | low | low | high open PR share; 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 |
 | `mmahjoub5` | [profile](https://github.com/mmahjoub5) | no | FIRST_TIME_CONTRIBUTOR | 2407d | `2026-02-15T04:01:26Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -282,7 +282,7 @@
 | `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 | 2917d | `2026-04-15T14:00:11Z` | 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 |
@@ -305,10 +305,10 @@
 | `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) | yes | FIRST_TIME_CONTRIBUTOR | 1455d | `2026-04-17T14:12:41Z` | 1 | 0 | mixed | low | low | — |
+| `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 | 4428d | `2026-04-07T06:49:34Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
+| `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 |
@@ -324,7 +324,7 @@
 | `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 | 4211d | `2026-03-12T19:59:28Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `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 |
@@ -348,7 +348,7 @@
 | `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 |
 | `rudybear` | [profile](https://github.com/rudybear) | no | FIRST_TIME_CONTRIBUTOR | 5027d | `2026-02-17T07:18:13Z` | 1 | 0 | weak | moderate | low | high open PR share |
 | `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 | 1795d | `2026-04-06T18:01:42Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; 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 |
@@ -586,12 +586,12 @@ Example artifacts:
 - 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: `2026-04-17T17:36:04Z`
+- repo last seen: `2026-04-17T18:30:21Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **37**
 - snapshot authored PRs/issues: **36 PRs / 1 issues**
-- snapshot discussion activity: **435 comments / 731 reviews / 3136 review comments**
+- snapshot discussion activity: **436 comments / 733 reviews / 3141 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
@@ -977,7 +977,7 @@ Example artifacts:
 - repo primary artifacts: **16**
 - snapshot authored PRs/issues: **14 PRs / 2 issues**
 - snapshot discussion activity: **20 comments / 47 reviews / 20 review comments**
-- account age: **3591 days**
+- 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**
@@ -1374,7 +1374,7 @@ Example artifacts:
 - snapshot authored PRs/issues: **6 PRs / 2 issues**
 - snapshot discussion activity: **8 comments / 6 reviews / 6 review comments**
 - account age: **2626 days**
-- recent public PR activity: **21 PRs** (16 merged / 1 closed-unmerged / 4 open; merged rate **76%**, closed-unmerged rate **5%**, open rate **19%**)
+- recent public PR activity: **22 PRs** (16 merged / 1 closed-unmerged / 5 open; merged rate **73%**, closed-unmerged rate **5%**, open rate **23%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **targets high-star repos**
@@ -1564,8 +1564,8 @@ Example artifacts:
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **5 PRs / 0 issues**
 - snapshot discussion activity: **10 comments / 0 reviews / 0 review comments**
-- account age: **5651 days**
-- recent public PR activity: **1000 PRs** (412 merged / 231 closed-unmerged / 416 open; merged rate **41%**, closed-unmerged rate **23%**, open rate **36%**)
+- account age: **5652 days**
+- recent public PR activity: **1000 PRs** (413 merged / 231 closed-unmerged / 415 open; merged rate **41%**, closed-unmerged rate **23%**, open rate **36%**)
 - 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**
@@ -2341,7 +2341,7 @@ Example artifacts:
 - 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: **72 PRs** (57 merged / 2 closed-unmerged / 13 open; merged rate **79%**, closed-unmerged rate **3%**, open rate **18%**)
+- 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**
@@ -3245,8 +3245,8 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **8 comments / 0 reviews / 0 review comments**
-- account age: **228 days**
-- recent public PR activity: **6 PRs** (0 merged / 2 closed-unmerged / 4 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
+- 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**
@@ -3399,7 +3399,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 4 reviews / 9 review comments**
-- account age: **3478 days**
+- 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**
@@ -3664,12 +3664,12 @@ Example artifacts:
 - 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: `2026-04-16T18:33:39Z`
+- 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: **20 comments / 14 reviews / 14 review comments**
+- 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
@@ -3784,7 +3784,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **5 comments / 6 reviews / 6 review comments**
-- account age: **4657 days**
+- 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**
@@ -6487,11 +6487,11 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **2917 days**
-- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- account age: **2918 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 **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
+- 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
@@ -6509,7 +6509,7 @@ Example artifacts:
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
 - account age: **1386 days**
-- recent public PR activity: **326 PRs** (73 merged / 137 closed-unmerged / 116 open; merged rate **22%**, closed-unmerged rate **42%**, open rate **36%**)
+- recent public PR activity: **326 PRs** (74 merged / 137 closed-unmerged / 115 open; merged rate **23%**, closed-unmerged rate **42%**, open rate **35%**)
 - 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**
@@ -6965,7 +6965,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alvliang-intel)
 - repo first seen: `2026-04-17T14:12:41Z`
 - repo last seen: `2026-04-17T14:12:41Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -7033,7 +7033,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **6 comments / 9 reviews / 9 review comments**
-- account age: **4428 days**
+- account age: **4429 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**
@@ -7369,7 +7369,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **4211 days**
+- 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**
@@ -7873,11 +7873,11 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1795 days**
-- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- account age: **1796 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: `tttslab`
-- 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**
+- 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

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