2025
KnowAgent: Knowledge-Augmented Planning for LLM-Based Agents
NAACL 2025findings
Large Language Models (LLMs) have demonstrated great potential in complex reasoning tasks, yet they fall short when tackling more sophisticated challenges, especially when interacting with environments through generating executable actions. This inadequacy primarily stems from the lack of built-in a…