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On Isotropy of Multimodal Embeddings

Embeddings, i.e., vector representations of objects, such as texts, images, or graphs, play a key role in deep learning methodologies nowadays. Prior research has shown the importance of analyzing the isotropy of textual embeddings for transformer-based text encoders, such as the BERT model. Anisotr...

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Bibliografski detalji
Glavni autori: Kirill Tyshchuk, Polina Karpikova, Andrew Spiridonov, Anastasiia Prutianova, Anton Razzhigaev, Alexander Panchenko
Format: Artigo
Jezik:Inglês
Izdano: MDPI AG 2023-07-01
Serija:Information
Teme:
Online pristup:https://www.mdpi.com/2078-2489/14/7/392
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