2025
LLMs as Planning Formalizers: A Survey for Leveraging Large Language Models to Construct Automated Planning Models
ACL 2025finding
Large Language Models (LLMs) excel in various natural language tasks but often struggle with long-horizon planning problems requiring structured reasoning. This limitation has drawn interest in integrating neuro-symbolic approaches within the Automated Planning (AP) and Natural Language Processing (…