Locate, Steer, and Improve: A Practical Survey of Actionable Mechanistic Interpretability in Large Language Models Paper • 2601.14004 • Published 6 days ago • 44
MMFormalizer: Multimodal Autoformalization in the Wild Paper • 2601.03017 • Published 20 days ago • 104
LongEmotion: Measuring Emotional Intelligence of Large Language Models in Long-Context Interaction Paper • 2509.07403 • Published Sep 9, 2025 • 35
LLaVA-Critic-R1: Your Critic Model is Secretly a Strong Policy Model Paper • 2509.00676 • Published Aug 31, 2025 • 85
SRPO: Enhancing Multimodal LLM Reasoning via Reflection-Aware Reinforcement Learning Paper • 2506.01713 • Published Jun 2, 2025 • 48
UltraEdit: Training-, Subject-, and Memory-Free Lifelong Editing in Large Language Models Paper • 2505.14679 • Published May 20, 2025 • 5
PhyX: Does Your Model Have the "Wits" for Physical Reasoning? Paper • 2505.15929 • Published May 21, 2025 • 49