AINeutralarXiv – CS AI · 9h ago6/10
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Entropy-Based Evaluation of AI Agents: A Lightweight Framework for Measuring Behavioral Patterns
Researchers introduce Entropy-Based Evaluation of AI Agents (EEA), a lightweight framework that measures AI agent behavior through entropy metrics rather than relying solely on task completion rates. The framework introduces six new metrics including action entropy, trajectory entropy, and exploration efficiency, with Python implementation designed for integration with popular agent frameworks like LangChain.