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.
A store sells ap- ples for $2 each and oranges for $3 each. Tom buys 4 apples and 5 oranges. How much does he pay?
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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.