Can LLM Agents Infer World Models? Evidence from Agentic Automata Learning

Reef Menaged, Gili Lior, Shauli Ravfogel +2

We propose agentic automata learning to evaluate the extent to which tool-calling LLM agents can uncover hidden environments through interaction. In our setup, an agent should unco…