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Precise but Uncoupled: Reviewer Precision Does Not Guarantee Critique Uptake in Multi-Agent Math Reasoning
Mathematical reviewer precision does not ensure critique uptake in multi-agent reasoning, and peer discussion outperforms hierarchical reviewer pipelines on hard problems despite lower reviewer accuracy.
Atlanta Poster Session 6, Fri, Dec 11, 4:30 PM–7:30 PM, Hall C1 · Published 2026
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AI panel: 13 of 20 reviewers recommend it
lenient 4/5
medium 7/10
strict 2/5