11min chapter

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Keys To Understanding ReAct: Synergizing Reasoning and Acting in Language Models

Deep Papers

CHAPTER

Reasoning and Action in Language Models

The chapter explores the importance of combining reasoning and action in language models through an example from hotspot QA, highlighting the multi-hop nature of the dataset and systematic problem-solving methods. It compares the performance of reasoning-only and action-only approaches, showcasing the effectiveness of combining both strategies for better results in complex question answering tasks.

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