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A Statistical Inference Framework for PMI Estimation and SGNS Word Embeddings

arXiv:2610.05058v1 Announce Type: new Abstract: Pointwise Mutual Information (PMI) is a core measure of testing word association, and Skip-gram with Negative Sampling (SGNS) is essentially a method that implicitly factorizes a shifted PMI matrix. However, a systematic and well-rounded characterizat…

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  1. 2026-10-06 04:00 · arXiv stat.ML
    A Statistical Inference Framework for PMI Estimation and SGNS Word Embeddings

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