ToM-LM: Delegating Theory Of Mind Reasoning to External Symbolic Executors in Large Language Models

arXiv:2404.15515v1 Announce Type: new
Abstract: Theory of Mind (ToM) refers to the ability of individuals to attribute mental states to others. While Large Language Models (LLMs) have shown some promise with ToM ability, they still struggle with complex ToM reasoning. Our approach leverages an external symbolic executor, specifically the SMCDEL model checker, and fine-tuning to improve the ToM reasoning ability of LLMs. In our approach, an LLM is first fine-tuned through pairs of natural language and symbolic formulation representation of …

abstract arxiv cs.ai cs.cl language language models large language large language models llms mind reasoning struggle theory theory of mind tom type while