Learning Perception to Action Rules through Reinforcement Learning for Theory-of-Mind Reasoning.

arXiv:2610.19796v1 Announce Type: new Abstract: In Theory-of-Mind (ToM) reasoning, large language models may correctly infer the agent's mental state but fail to use that inference when predicting or judging the agent's subsequent actions. In this work, we inv