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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Prateek Sircar

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Book Open access Jul 2026

CSMAD: Hallucination Detection via Multi-Agent Debate with NLI-Verified Contradictory Statements

Contradictory Statement Multi-Agent Debate (CSMAD), a multi-agent framework that creates structured disagreement by generating a contradictory claim for each input claim, is proposed and consistently outperforms the strongest baseline for both large and medium-sized language models.

Swapnil Gupta, Akshay Verma, Khush Gupta et al. · 0 citations

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