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Exact semantic readout from compressed vector representations

arXiv cs.CL ↗ · 2026-09-17 Cached

This paper develops a vector logic for formal semantics, characterizing when compressed vector representations allow exact linear or affine readouts of truth conditions, with experiments on GloVe and word2vec embeddings.

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#word2vec

Examining the Limits of Word2Vec with Toki Pona

arXiv cs.CL ↗ · 2026-06-17 Cached

This paper investigates whether Word2Vec can generate meaningful semantic embeddings for Toki Pona, a constructed language with only ~130 words, using a corpus of 1.4 million sentences, and examines the effect of non-Toki Pona tokens on embedding quality.

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