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Collections including paper arxiv:2504.16084

microsoft/bitnet-b1.58-2B-4T

Text Generation • 0.8B • Updated Dec 17, 2025 • 17.9k • 1.43k
M1: Towards Scalable Test-Time Compute with Mamba Reasoning Models

Paper • 2504.10449 • Published Apr 14, 2025 • 15
nvidia/Llama-3.1-Nemotron-8B-UltraLong-2M-Instruct

Text Generation • 8B • Updated Apr 17, 2025 • 77 • 17
ReTool: Reinforcement Learning for Strategic Tool Use in LLMs

Paper • 2504.11536 • Published Apr 15, 2025 • 63

Less is More: Recursive Reasoning with Tiny Networks

Paper • 2510.04871 • Published Oct 6, 2025 • 513
When Thoughts Meet Facts: Reusable Reasoning for Long-Context LMs

Paper • 2510.07499 • Published Oct 8, 2025 • 49
Improving Context Fidelity via Native Retrieval-Augmented Reasoning

Paper • 2509.13683 • Published Sep 17, 2025 • 8
Multimodal Iterative RAG for Knowledge-Intensive Visual Question Answering

Paper • 2509.00798 • Published Aug 31, 2025 • 1

Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems

Paper • 2504.01990 • Published Mar 31, 2025 • 305
InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models

Paper • 2504.10479 • Published Apr 14, 2025 • 308
What, How, Where, and How Well? A Survey on Test-Time Scaling in Large Language Models

Paper • 2503.24235 • Published Mar 31, 2025 • 55
Seedream 3.0 Technical Report

Paper • 2504.11346 • Published Apr 15, 2025 • 70

TTRL: Test-Time Reinforcement Learning

Paper • 2504.16084 • Published Apr 22, 2025 • 122

TTRL: Test-Time Reinforcement Learning

Paper • 2504.16084 • Published Apr 22, 2025 • 122

BitNet: Scaling 1-bit Transformers for Large Language Models

Paper • 2310.11453 • Published Oct 17, 2023 • 107
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection

Paper • 2310.11511 • Published Oct 17, 2023 • 80
In-Context Learning Creates Task Vectors

Paper • 2310.15916 • Published Oct 24, 2023 • 43
Matryoshka Diffusion Models

Paper • 2310.15111 • Published Oct 23, 2023 • 45

Reading List of Motivated Papers

Toward Agentic Data Science and Analytic

SQL-R1: Training Natural Language to SQL Reasoning Model By Reinforcement Learning

Paper • 2504.08600 • Published Apr 11, 2025 • 33
Think-on-Graph 3.0: Efficient and Adaptive LLM Reasoning on Heterogeneous Graphs via Multi-Agent Dual-Evolving Context Retrieval

Paper • 2509.21710 • Published Sep 26, 2025 • 19
TTRL: Test-Time Reinforcement Learning

Paper • 2504.16084 • Published Apr 22, 2025 • 122
Agent Lightning: Train ANY AI Agents with Reinforcement Learning

Paper • 2508.03680 • Published Aug 5, 2025 • 140

Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?

Paper • 2504.13837 • Published Apr 18, 2025 • 141
TTRL: Test-Time Reinforcement Learning

Paper • 2504.16084 • Published Apr 22, 2025 • 122
What, How, Where, and How Well? A Survey on Test-Time Scaling in Large Language Models

Paper • 2503.24235 • Published Mar 31, 2025 • 55
Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning

Paper • 2506.01939 • Published Jun 2, 2025 • 190

Kuwain 1.5B: An Arabic SLM via Language Injection

Paper • 2504.15120 • Published Apr 21, 2025 • 121
LLaMA Pro: Progressive LLaMA with Block Expansion

Paper • 2401.02415 • Published Jan 4, 2024 • 54
TTRL: Test-Time Reinforcement Learning

Paper • 2504.16084 • Published Apr 22, 2025 • 122

TTRL: Test-Time Reinforcement Learning

Paper • 2504.16084 • Published Apr 22, 2025 • 122
Learning to Reason under Off-Policy Guidance

Paper • 2504.14945 • Published Apr 21, 2025 • 88
RM-R1: Reward Modeling as Reasoning

Paper • 2505.02387 • Published May 5, 2025 • 81

microsoft/bitnet-b1.58-2B-4T

Text Generation • 0.8B • Updated Dec 17, 2025 • 17.9k • 1.43k
M1: Towards Scalable Test-Time Compute with Mamba Reasoning Models

Paper • 2504.10449 • Published Apr 14, 2025 • 15
nvidia/Llama-3.1-Nemotron-8B-UltraLong-2M-Instruct

Text Generation • 8B • Updated Apr 17, 2025 • 77 • 17
ReTool: Reinforcement Learning for Strategic Tool Use in LLMs

Paper • 2504.11536 • Published Apr 15, 2025 • 63

BitNet: Scaling 1-bit Transformers for Large Language Models

Paper • 2310.11453 • Published Oct 17, 2023 • 107
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection

Paper • 2310.11511 • Published Oct 17, 2023 • 80
In-Context Learning Creates Task Vectors

Paper • 2310.15916 • Published Oct 24, 2023 • 43
Matryoshka Diffusion Models

Paper • 2310.15111 • Published Oct 23, 2023 • 45

Less is More: Recursive Reasoning with Tiny Networks

Paper • 2510.04871 • Published Oct 6, 2025 • 513
When Thoughts Meet Facts: Reusable Reasoning for Long-Context LMs

Paper • 2510.07499 • Published Oct 8, 2025 • 49
Improving Context Fidelity via Native Retrieval-Augmented Reasoning

Paper • 2509.13683 • Published Sep 17, 2025 • 8
Multimodal Iterative RAG for Knowledge-Intensive Visual Question Answering

Paper • 2509.00798 • Published Aug 31, 2025 • 1

Reading List of Motivated Papers

Toward Agentic Data Science and Analytic

SQL-R1: Training Natural Language to SQL Reasoning Model By Reinforcement Learning

Paper • 2504.08600 • Published Apr 11, 2025 • 33
Think-on-Graph 3.0: Efficient and Adaptive LLM Reasoning on Heterogeneous Graphs via Multi-Agent Dual-Evolving Context Retrieval

Paper • 2509.21710 • Published Sep 26, 2025 • 19
TTRL: Test-Time Reinforcement Learning

Paper • 2504.16084 • Published Apr 22, 2025 • 122
Agent Lightning: Train ANY AI Agents with Reinforcement Learning

Paper • 2508.03680 • Published Aug 5, 2025 • 140

Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems

Paper • 2504.01990 • Published Mar 31, 2025 • 305
InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models

Paper • 2504.10479 • Published Apr 14, 2025 • 308
What, How, Where, and How Well? A Survey on Test-Time Scaling in Large Language Models

Paper • 2503.24235 • Published Mar 31, 2025 • 55
Seedream 3.0 Technical Report

Paper • 2504.11346 • Published Apr 15, 2025 • 70

Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?

Paper • 2504.13837 • Published Apr 18, 2025 • 141
TTRL: Test-Time Reinforcement Learning

Paper • 2504.16084 • Published Apr 22, 2025 • 122
What, How, Where, and How Well? A Survey on Test-Time Scaling in Large Language Models

Paper • 2503.24235 • Published Mar 31, 2025 • 55
Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning

Paper • 2506.01939 • Published Jun 2, 2025 • 190

TTRL: Test-Time Reinforcement Learning

Paper • 2504.16084 • Published Apr 22, 2025 • 122

Kuwain 1.5B: An Arabic SLM via Language Injection

Paper • 2504.15120 • Published Apr 21, 2025 • 121
LLaMA Pro: Progressive LLaMA with Block Expansion

Paper • 2401.02415 • Published Jan 4, 2024 • 54
TTRL: Test-Time Reinforcement Learning

Paper • 2504.16084 • Published Apr 22, 2025 • 122

TTRL: Test-Time Reinforcement Learning

Paper • 2504.16084 • Published Apr 22, 2025 • 122

TTRL: Test-Time Reinforcement Learning

Paper • 2504.16084 • Published Apr 22, 2025 • 122
Learning to Reason under Off-Policy Guidance

Paper • 2504.14945 • Published Apr 21, 2025 • 88
RM-R1: Reward Modeling as Reasoning

Paper • 2505.02387 • Published May 5, 2025 • 81

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