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News/PromptNCE: Conditional Probabilities and PMI Using Only LLMs and Contrastive Estimation Prompts
arxiv
PublishedSeptember 2, 2026 at 4:00 AM

PromptNCE: Conditional Probabilities and PMI Using Only LLMs and Contrastive Estimation Prompts

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arXiv:2605.21776v2 Announce Type: replace Abstract: Estimating mutual information from text usually requires training a task-specific critic, which limits its use in low-data settings. We ask whether large language models can instead estimate pointwise mutual information zero-shot, using only prompt

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