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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.CL2025
of Thoughts: Temperature Tree Elicits Reasoning in Large Language Models
Chengkun Cai, Xu Zhao, Yucheng Du +2
Large Language Models (LLMs) have emerged as powerful tools in artificial intelligence, especially in complex decision-making scenarios, but their static problem-solving strategies…