Beyond Reasoning: Reinforcement Learning Unlocks Parametric Knowledge in LLMs Paper • 2605.07153 • Published May 8 • 7
HomeSafe-Bench: Evaluating Vision-Language Models on Unsafe Action Detection for Embodied Agents in Household Scenarios Paper • 2603.11975 • Published Mar 12 • 12
When Personalization Misleads: Understanding and Mitigating Hallucinations in Personalized LLMs Paper • 2601.11000 • Published Jan 16 • 27
HyperVL: An Efficient and Dynamic Multimodal Large Language Model for Edge Devices Paper • 2512.14052 • Published Dec 16, 2025 • 43
From Imitation to Discrimination: Toward A Generalized Curriculum Advantage Mechanism Enhancing Cross-Domain Reasoning Tasks Paper • 2512.02580 • Published Dec 2, 2025 • 28
The Mirage of Model Editing: Revisiting Evaluation in the Wild Paper • 2502.11177 • Published Feb 16, 2025 • 10
