[2024 Best AI Paper] On the Diagram of Thought

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This video was created using https://paperspeech.com. If you’d like to create explainer videos for your own papers, please visit the website! Title: On the Diagram of Thought Authors: Yifan Zhang, Yang Yuan, Andrew Chi-Chih Yao Abstract: We introduce Diagram of Thought (DoT), a framework that models iterative reasoning in large language models (LLMs) as the construction of a directed acyclic graph (DAG) within a single model. Unlike traditional approaches that represent reasoning as linear chains or trees, DoT organizes propositions, critiques, refinements, and verifications into a cohesive DAG structure, allowing the model to explore complex reasoning pathways while maintaining logical consistency. Each node in the diagram corresponds to a proposition that has been proposed, critiqued, refined, or verified, enabling the LLM to iteratively improve its reasoning through natural language feedback. By leveraging auto-regressive next-token prediction with role-specific tokens, DoT facil