Model-Adaptive Tool Necessity Reveals the Knowing-Doing Gap in LLM Tool Use.

arXiv:2605.14038v3 Announce Type: replace 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 tool ne