CRAFT constructs a consensus Reasoning Knowledge Graph from multiple LLM reasoning traces and synthesizes improved chain-of-thought via topological generation, raising label-prediction accuracy by over 10% on logic and math benchmarks.
Tree-of-Thought (ToT)(Yao et al., 2023) struc- tures reasoning as a tree search where each node is a partial reasoning state
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Correct Prediction, Wrong Steps? Consensus Reasoning Knowledge Graph for Robust Chain-of-Thought Synthesis
CRAFT constructs a consensus Reasoning Knowledge Graph from multiple LLM reasoning traces and synthesizes improved chain-of-thought via topological generation, raising label-prediction accuracy by over 10% on logic and math benchmarks.