2026
Estimating the Empowerment of Language Model Agents
ICML 2026poster
As language model (LM) agents become increasingly capable and adopted in real-world applications, there is a growing need for scalable evaluation frameworks beyond costly, manually-designed benchmarks. We propose information-theoretic evaluation based on empowerment, an information-theoretic measure…