Kimi Linear: An Expressive, Efficient Attention Architecture Paper • 2510.26692 • Published 2 days ago • 55
Are Video Models Ready as Zero-Shot Reasoners? An Empirical Study with the MME-CoF Benchmark Paper • 2510.26802 • Published 2 days ago • 29
ACADREASON: Exploring the Limits of Reasoning Models with Academic Research Problems Paper • 2510.11652 • Published 19 days ago • 28
UI-TARS-2 Technical Report: Advancing GUI Agent with Multi-Turn Reinforcement Learning Paper • 2509.02544 • Published Sep 2 • 123
SimpleTIR: End-to-End Reinforcement Learning for Multi-Turn Tool-Integrated Reasoning Paper • 2509.02479 • Published Sep 2 • 83
TreePO: Bridging the Gap of Policy Optimization and Efficacy and Inference Efficiency with Heuristic Tree-based Modeling Paper • 2508.17445 • Published Aug 24 • 80
InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency Paper • 2508.18265 • Published Aug 25 • 202
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 • 20
CMI-Bench: A Comprehensive Benchmark for Evaluating Music Instruction Following Paper • 2506.12285 • Published Jun 14 • 53
ProRL: Prolonged Reinforcement Learning Expands Reasoning Boundaries in Large Language Models Paper • 2505.24864 • Published May 30 • 138
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 • 62
COIG-P: A High-Quality and Large-Scale Chinese Preference Dataset for Alignment with Human Values Paper • 2504.05535 • Published Apr 7 • 44
Can Large Language Models Detect Errors in Long Chain-of-Thought Reasoning? Paper • 2502.19361 • Published Feb 26 • 28