A Minimalist Approach to LLM Reasoning: from Rejection Sampling to Reinforce Paper • 2504.11343 • Published 9 days ago • 14
DataDecide: How to Predict Best Pretraining Data with Small Experiments Paper • 2504.11393 • Published 9 days ago • 16
xVerify: Efficient Answer Verifier for Reasoning Model Evaluations Paper • 2504.10481 • Published 10 days ago • 84
VAPO: Efficient and Reliable Reinforcement Learning for Advanced Reasoning Tasks Paper • 2504.05118 • Published 17 days ago • 25
GenPRM: Scaling Test-Time Compute of Process Reward Models via Generative Reasoning Paper • 2504.00891 • Published 23 days ago • 12
Open-Reasoner-Zero: An Open Source Approach to Scaling Up Reinforcement Learning on the Base Model Paper • 2503.24290 • Published 24 days ago • 62
General Reasoning Requires Learning to Reason from the Get-go Paper • 2502.19402 • Published Feb 26 • 5
SeerAttention: Learning Intrinsic Sparse Attention in Your LLMs Paper • 2410.13276 • Published Oct 17, 2024 • 30
Modifying Large Language Model Post-Training for Diverse Creative Writing Paper • 2503.17126 • Published Mar 21 • 36
BigO(Bench) -- Can LLMs Generate Code with Controlled Time and Space Complexity? Paper • 2503.15242 • Published Mar 19 • 9
Reinforcement Learning for Reasoning in Small LLMs: What Works and What Doesn't Paper • 2503.16219 • Published Mar 20 • 47
Optimizing Test-Time Compute via Meta Reinforcement Fine-Tuning Paper • 2503.07572 • Published Mar 10 • 43
LMM-R1: Empowering 3B LMMs with Strong Reasoning Abilities Through Two-Stage Rule-Based RL Paper • 2503.07536 • Published Mar 10 • 85