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Study predicts Best-of-N scaling gains from output statistics

Arxiv CS.CL (NLP/language models)

Method predicts accuracy improvement from Best-of-N sampling using only validation-set output statistics, avoiding expensive sampling runs. Could help optimize sampling budgets across different models.

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8 days ago
Study predicts Best-of-N scaling gains from output statistics — AIBriefs