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University of California
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Confidence signals in multi-agent debate systems can predict reasoning quality, but they reveal a surprising asymmetry favoring the Constructor over the Auditor.
Early-token confidence can predict reasoning quality in LLM debates better than full-sequence statistics, revealing critical insights into the generation process.