Tag
This paper introduces a model-adaptive definition of tool necessity for LLMs, revealing a substantial mismatch between when a model should use a tool and when it actually does. The authors decompose tool use into cognition and action stages, finding that the majority of errors occur in translating recognition into action, identifying a 'knowing-doing gap' in LLM tool use.