Model-Adaptive Tool Necessity Reveals the Knowing-Doing Gap in LLM Tool Use
arXiv:2605.14038v1 Announce Type: new
Abstract: Large language models (LLMs) increasingly act as autonomous agents that must decide when to answer directly vs. when to invoke external tools. Prior work studying adaptive tool use has largely treated to…