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Collections including paper arxiv:2506.19767

Scaling RL to Long Videos

Paper • 2507.07966 • Published Jul 10 • 159
Group Sequence Policy Optimization

Paper • 2507.18071 • Published Jul 24 • 313
CUDA-L1: Improving CUDA Optimization via Contrastive Reinforcement Learning

Paper • 2507.14111 • Published Jul 18 • 23
MaPPO: Maximum a Posteriori Preference Optimization with Prior Knowledge

Paper • 2507.21183 • Published Jul 27 • 14

SRFT: A Single-Stage Method with Supervised and Reinforcement Fine-Tuning for Reasoning

Paper • 2506.19767 • Published Jun 24 • 15
Yuqian-Fu/SRFT-Qwen2.5-Math-7B

Text Generation • 8B • Updated Jul 24 • 14 • 3
Yuqian-Fu/SRFT-Qwen2.5-7B-Instruct

8B • Updated Jul 24 • 2
Yuqian-Fu/SRFT-Qwen2.5-Math-1.5B

2B • Updated Jul 24 • 2

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

Paper • 2504.13837 • Published Apr 18 • 138
TTRL: Test-Time Reinforcement Learning

Paper • 2504.16084 • Published Apr 22 • 120
What, How, Where, and How Well? A Survey on Test-Time Scaling in Large Language Models

Paper • 2503.24235 • Published Mar 31 • 54
Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning

Paper • 2506.01939 • Published Jun 2 • 187

Large Language Diffusion Models

Paper • 2502.09992 • Published Feb 14 • 123
MM-RLHF: The Next Step Forward in Multimodal LLM Alignment

Paper • 2502.10391 • Published Feb 14 • 34
Diverse Inference and Verification for Advanced Reasoning

Paper • 2502.09955 • Published Feb 14 • 18
Selective Self-to-Supervised Fine-Tuning for Generalization in Large Language Models

Paper • 2502.08130 • Published Feb 12 • 9

reasoning-agentic

OpenAI o1 System Card

Paper • 2412.16720 • Published Dec 21, 2024 • 36
LearnLM: Improving Gemini for Learning

Paper • 2412.16429 • Published Dec 21, 2024 • 22
NILE: Internal Consistency Alignment in Large Language Models

Paper • 2412.16686 • Published Dec 21, 2024 • 8
Offline Reinforcement Learning for LLM Multi-Step Reasoning

Paper • 2412.16145 • Published Dec 20, 2024 • 38

SRFT: A Single-Stage Method with Supervised and Reinforcement Fine-Tuning for Reasoning

Paper • 2506.19767 • Published Jun 24 • 15

Confidence Is All You Need: Few-Shot RL Fine-Tuning of Language Models

Paper • 2506.06395 • Published Jun 5 • 133
Discrete Diffusion in Large Language and Multimodal Models: A Survey

Paper • 2506.13759 • Published Jun 16 • 43
LongWriter-Zero: Mastering Ultra-Long Text Generation via Reinforcement Learning

Paper • 2506.18841 • Published Jun 23 • 56
SRFT: A Single-Stage Method with Supervised and Reinforcement Fine-Tuning for Reasoning

Paper • 2506.19767 • Published Jun 24 • 15

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

Text Generation • 0.8B • Updated May 1 • 7.7k • 1.22k
M1: Towards Scalable Test-Time Compute with Mamba Reasoning Models

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

Text Generation • 8B • Updated Apr 17 • 140 • 15
ReTool: Reinforcement Learning for Strategic Tool Use in LLMs

Paper • 2504.11536 • Published Apr 15 • 63

RL+reason model

RL + Transformer = A General-Purpose Problem Solver

Paper • 2501.14176 • Published Jan 24 • 28
Towards General-Purpose Model-Free Reinforcement Learning

Paper • 2501.16142 • Published Jan 27 • 30
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training

Paper • 2501.17161 • Published Jan 28 • 123
MaxInfoRL: Boosting exploration in reinforcement learning through information gain maximization

Paper • 2412.12098 • Published Dec 16, 2024 • 4

Offline Reinforcement Learning for LLM Multi-Step Reasoning

Paper • 2412.16145 • Published Dec 20, 2024 • 38
DeepSeek-V3 Technical Report

Paper • 2412.19437 • Published Dec 27, 2024 • 73
Slamming: Training a Speech Language Model on One GPU in a Day

Paper • 2502.15814 • Published Feb 19 • 69
SRFT: A Single-Stage Method with Supervised and Reinforcement Fine-Tuning for Reasoning

Paper • 2506.19767 • Published Jun 24 • 15

Scaling RL to Long Videos

Paper • 2507.07966 • Published Jul 10 • 159
Group Sequence Policy Optimization

Paper • 2507.18071 • Published Jul 24 • 313
CUDA-L1: Improving CUDA Optimization via Contrastive Reinforcement Learning

Paper • 2507.14111 • Published Jul 18 • 23
MaPPO: Maximum a Posteriori Preference Optimization with Prior Knowledge

Paper • 2507.21183 • Published Jul 27 • 14

SRFT: A Single-Stage Method with Supervised and Reinforcement Fine-Tuning for Reasoning

Paper • 2506.19767 • Published Jun 24 • 15

SRFT: A Single-Stage Method with Supervised and Reinforcement Fine-Tuning for Reasoning

Paper • 2506.19767 • Published Jun 24 • 15
Yuqian-Fu/SRFT-Qwen2.5-Math-7B

Text Generation • 8B • Updated Jul 24 • 14 • 3
Yuqian-Fu/SRFT-Qwen2.5-7B-Instruct

8B • Updated Jul 24 • 2
Yuqian-Fu/SRFT-Qwen2.5-Math-1.5B

2B • Updated Jul 24 • 2

Confidence Is All You Need: Few-Shot RL Fine-Tuning of Language Models

Paper • 2506.06395 • Published Jun 5 • 133
Discrete Diffusion in Large Language and Multimodal Models: A Survey

Paper • 2506.13759 • Published Jun 16 • 43
LongWriter-Zero: Mastering Ultra-Long Text Generation via Reinforcement Learning

Paper • 2506.18841 • Published Jun 23 • 56
SRFT: A Single-Stage Method with Supervised and Reinforcement Fine-Tuning for Reasoning

Paper • 2506.19767 • Published Jun 24 • 15

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

Paper • 2504.13837 • Published Apr 18 • 138
TTRL: Test-Time Reinforcement Learning

Paper • 2504.16084 • Published Apr 22 • 120
What, How, Where, and How Well? A Survey on Test-Time Scaling in Large Language Models

Paper • 2503.24235 • Published Mar 31 • 54
Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning

Paper • 2506.01939 • Published Jun 2 • 187

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

Text Generation • 0.8B • Updated May 1 • 7.7k • 1.22k
M1: Towards Scalable Test-Time Compute with Mamba Reasoning Models

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

Text Generation • 8B • Updated Apr 17 • 140 • 15
ReTool: Reinforcement Learning for Strategic Tool Use in LLMs

Paper • 2504.11536 • Published Apr 15 • 63

Large Language Diffusion Models

Paper • 2502.09992 • Published Feb 14 • 123
MM-RLHF: The Next Step Forward in Multimodal LLM Alignment

Paper • 2502.10391 • Published Feb 14 • 34
Diverse Inference and Verification for Advanced Reasoning

Paper • 2502.09955 • Published Feb 14 • 18
Selective Self-to-Supervised Fine-Tuning for Generalization in Large Language Models

Paper • 2502.08130 • Published Feb 12 • 9

RL+reason model

RL + Transformer = A General-Purpose Problem Solver

Paper • 2501.14176 • Published Jan 24 • 28
Towards General-Purpose Model-Free Reinforcement Learning

Paper • 2501.16142 • Published Jan 27 • 30
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training

Paper • 2501.17161 • Published Jan 28 • 123
MaxInfoRL: Boosting exploration in reinforcement learning through information gain maximization

Paper • 2412.12098 • Published Dec 16, 2024 • 4

reasoning-agentic

OpenAI o1 System Card

Paper • 2412.16720 • Published Dec 21, 2024 • 36
LearnLM: Improving Gemini for Learning

Paper • 2412.16429 • Published Dec 21, 2024 • 22
NILE: Internal Consistency Alignment in Large Language Models

Paper • 2412.16686 • Published Dec 21, 2024 • 8
Offline Reinforcement Learning for LLM Multi-Step Reasoning

Paper • 2412.16145 • Published Dec 20, 2024 • 38

Offline Reinforcement Learning for LLM Multi-Step Reasoning

Paper • 2412.16145 • Published Dec 20, 2024 • 38
DeepSeek-V3 Technical Report

Paper • 2412.19437 • Published Dec 27, 2024 • 73
Slamming: Training a Speech Language Model on One GPU in a Day

Paper • 2502.15814 • Published Feb 19 • 69
SRFT: A Single-Stage Method with Supervised and Reinforcement Fine-Tuning for Reasoning

Paper • 2506.19767 • Published Jun 24 • 15

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