Skill Following: Evaluating Actual Skill Use in Retrieval-Enabled LLM Agents

Seonghyeon Cho, Chanjun Park

Large Language Model (LLM) agents increasingly rely on external skills, yet standard evaluations obscure whether retrieving these skills actually helps. Aggregate metrics often com…