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#debate-protocols News & Analysis

2 articles tagged with #debate-protocols. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AIBullisharXiv – CS AI · Jun 237/10
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PEAR: Permutation-Equivariant Adaptive Routing Multi-Agent Debate

Researchers introduce PEAR, a new multi-agent debate protocol for large language models that dynamically reassigns agent roles across debate rounds to eliminate positional biases. By using permutation-equivariant routing, PEAR improves reasoning accuracy across multiple benchmarks while reducing the sensitivity of LLM outputs to arbitrary role assignments.

AINeutralarXiv – CS AI · May 286/10
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Debate Helps Weak Judges Reward Stronger Models

Researchers demonstrate that debate-based AI oversight works effectively only when specific conditions are met: the critic model must exceed the judge's classification ability, and the judge must verify claims rather than simply summarize testimony. A simpler single-critique approach recovers most benefits at lower computational cost.