UI-TARS-2 Technical Report: Advancing GUI Agent with Multi-Turn Reinforcement Learning Paper • 2509.02544 • Published 5 days ago • 102
SimpleTIR: End-to-End Reinforcement Learning for Multi-Turn Tool-Integrated Reasoning Paper • 2509.02479 • Published 5 days ago • 76
TreePO: Bridging the Gap of Policy Optimization and Efficacy and Inference Efficiency with Heuristic Tree-based Modeling Paper • 2508.17445 • Published 14 days ago • 78
InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency Paper • 2508.18265 • Published 13 days ago • 179
Re:Form -- Reducing Human Priors in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Paper • 2507.16331 • Published Jul 22 • 18
CMI-Bench: A Comprehensive Benchmark for Evaluating Music Instruction Following Paper • 2506.12285 • Published Jun 14 • 54
ProRL: Prolonged Reinforcement Learning Expands Reasoning Boundaries in Large Language Models Paper • 2505.24864 • Published May 30 • 136
The Entropy Mechanism of Reinforcement Learning for Reasoning Language Models Paper • 2505.22617 • Published May 28 • 130
Beyond Distillation: Pushing the Limits of Medical LLM Reasoning with Minimalist Rule-Based RL Paper • 2505.17952 • Published May 23 • 20
AttentionInfluence: Adopting Attention Head Influence for Weak-to-Strong Pretraining Data Selection Paper • 2505.07293 • Published May 12 • 27
ReTool: Reinforcement Learning for Strategic Tool Use in LLMs Paper • 2504.11536 • Published Apr 15 • 61
COIG-P: A High-Quality and Large-Scale Chinese Preference Dataset for Alignment with Human Values Paper • 2504.05535 • Published Apr 7 • 45
Can Large Language Models Detect Errors in Long Chain-of-Thought Reasoning? Paper • 2502.19361 • Published Feb 26 • 28
CodeCriticBench: A Holistic Code Critique Benchmark for Large Language Models Paper • 2502.16614 • Published Feb 23 • 27
SuperGPQA: Scaling LLM Evaluation across 285 Graduate Disciplines Paper • 2502.14739 • Published Feb 20 • 106
REINFORCE++: A Simple and Efficient Approach for Aligning Large Language Models Paper • 2501.03262 • Published Jan 4 • 100