Teaching Large Language Models to Reason with Reinforcement Learning Paper • 2403.04642 • Published Mar 7, 2024 • 50
How Far Are We from Intelligent Visual Deductive Reasoning? Paper • 2403.04732 • Published Mar 7, 2024 • 23
Common 7B Language Models Already Possess Strong Math Capabilities Paper • 2403.04706 • Published Mar 7, 2024 • 20
DeepSeek-Prover: Advancing Theorem Proving in LLMs through Large-Scale Synthetic Data Paper • 2405.14333 • Published May 23, 2024 • 41
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training Paper • 2501.17161 • Published Jan 28 • 123
FormalMATH: Benchmarking Formal Mathematical Reasoning of Large Language Models Paper • 2505.02735 • Published May 5 • 33
UloRL:An Ultra-Long Output Reinforcement Learning Approach for Advancing Large Language Models' Reasoning Abilities Paper • 2507.19766 • Published Jul 26 • 14
VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Paper • 2507.22607 • Published Jul 30 • 46
A Survey of Reinforcement Learning for Large Reasoning Models Paper • 2509.08827 • Published Sep 10 • 186
Lost in Embeddings: Information Loss in Vision-Language Models Paper • 2509.11986 • Published Sep 15 • 27