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Reliable Chain-of-Thought via Prefix Consistency

stat.ML · 2026-05-08 · unverdicted · novelty 6.0

Prefix consistency weights CoT answers by their regeneration frequency from truncated prefixes and reaches standard self-consistency accuracy at a median 4.6x fewer tokens across five models and four benchmarks.

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  • Reliable Chain-of-Thought via Prefix Consistency stat.ML · 2026-05-08 · unverdicted · none · ref 12

    Prefix consistency weights CoT answers by their regeneration frequency from truncated prefixes and reaches standard self-consistency accuracy at a median 4.6x fewer tokens across five models and four benchmarks.