2 papers
cs.LG2025
The Forgotten Shield: Safety Grafting in Parameter-Space for Medical MLLMs
Jiale Zhao, Xing Mou, Jinlin Wu +7
Medical Multimodal Large Language Models (Medical MLLMs) have achieved remarkable progress in specialized medical tasks; however, research into their safety has lagged, posing pote…
cs.AI2025
Beyond Benchmarks: LLM Evaluation with an Anthropomorphic and Lifecycle-oriented Roadmap
Jun Wang, Ninglun Gu, Kailai Zhang +9
Despite their rapid advancement, large language models (LLMs) suffer from a critical disconnect between benchmark scores and real-world utility. Current evaluation remains fragment…