InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency Paper • 2508.18265 • Published Aug 25 • 202
On the Generalization of SFT: A Reinforcement Learning Perspective with Reward Rectification Paper • 2508.05629 • Published Aug 7 • 177
Is Chain-of-Thought Reasoning of LLMs a Mirage? A Data Distribution Lens Paper • 2508.01191 • Published Aug 2 • 236
CompassVerifier: A Unified and Robust Verifier for LLMs Evaluation and Outcome Reward Paper • 2508.03686 • Published Aug 5 • 36
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Paper • 2507.09104 • Published Jul 12 • 17
Skip a Layer or Loop it? Test-Time Depth Adaptation of Pretrained LLMs Paper • 2507.07996 • Published Jul 10 • 34
Coding Triangle: How Does Large Language Model Understand Code? Paper • 2507.06138 • Published Jul 8 • 21
Rethinking Verification for LLM Code Generation: From Generation to Testing Paper • 2507.06920 • Published Jul 9 • 28
Rethinking Verification for LLM Code Generation: From Generation to Testing Paper • 2507.06920 • Published Jul 9 • 28
Coding Triangle: How Does Large Language Model Understand Code? Paper • 2507.06138 • Published Jul 8 • 21
Deciphering Trajectory-Aided LLM Reasoning: An Optimization Perspective Paper • 2505.19815 • Published May 26 • 36