2 papers
cs.CL2026
BCL: Bayesian In-Context Learning Framework for Information Extraction
Haoliang Liu, Chengkun Cai, Xu Zhao +7
Existing information extraction (IE) tasks increasingly adopt in-context learning (ICL) with large language models. However, current approaches either show inconsistent performance…
cs.CL2026
AMSafety: Towards Data Efficient Alignment of Multi-modal Multi-turn Safety for MLLMs
Han Zhu, Jiale Chen, Chengkun Cai +8
Multi-modal Large Language Models (MLLMs) are increasingly deployed in interactive applications. However, their safety vulnerabilities become pronounced in multi-turn multi-modal s…