Contrastive Learning-based Sentence Encoders Implicitly Weight Informative Words

The performance of sentence encoders can be significantly improved through the simple practice of fine-tuning using contrastive loss. A natural question arises: what characteristics do models acquire during contrastive learning? This paper theoretically and experimentally shows that contrastive-base...

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Hauptverfasser: Kurita, Hiroto, Kobayashi, Goro, Yokoi, Sho, Inui, Kentaro
Format: Artikel
Sprache:eng
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