Agentic Knowledgeable Self-awareness

KnowSelf is a new framework that introduces agentic knowledgeable self-awareness, enabling LLM agents to dynamically decide when to reflect or seek knowledge based on situational complexity, mimicking human cognition. Using special tokens for "fast," "slow," and "knowledgeable" thinking, KnowSelf reduces inference costs and achieves state-of-the-art performance on ALFWorld and WebShop tasks with minimal external knowledge.