OpenSkillEval automatically builds realistic tasks from evolving artifacts to audit skill effectiveness in LLM agents, finding that skill use depends on model and framework and that many popular skills do not outperform base agents.
Agentbench: Evaluating llms as agents
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OpenSkillEval: Automatically Auditing the Open Skill Ecosystem for LLM Agents
OpenSkillEval automatically builds realistic tasks from evolving artifacts to audit skill effectiveness in LLM agents, finding that skill use depends on model and framework and that many popular skills do not outperform base agents.