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Diversity Combining for Multi-Path LLM Reasoning

Yu, Guangsheng et al.
arXiv (All) · Papers
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Multi-path reasoning methods such as self-consistency (SC) sample $K$ reasoning paths and choose the most frequent answer. However, their gains quickly plateau as $K$ increases, and existing methods do not predict when this saturation will occur. We formalize multi-path LLM reasoning as a diversity
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