Papers2

#code interpreter

MAXS: Meta-Adaptive Exploration with LLM Agents

Jian Zhang, Zhiyuan Wang et al.Jan 14arXiv

MAXS is a new way for AI agents to think a few steps ahead while using tools like search and code, so they make smarter choices.

#LLM agents#tool-augmented reasoning#lookahead

The Confidence Dichotomy: Analyzing and Mitigating Miscalibration in Tool-Use Agents

Beginner

Weihao Xuan, Qingcheng Zeng et al.Jan 12arXiv

This paper studies how AI agents that use tools talk about how sure they are and finds a split: some tools make them too sure, others help them be honest.

#LLM agents#calibration#overconfidence