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  • title: MorphTE: Injecting Morphology in Tensorized Embeddings
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            MorphTE: Injecting Morphology in Tensorized Embeddings
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            MorphTE: Injecting Morphology in Tensorized Embeddings

            Nov 28, 2022

            Sprecher:innen

            GG

            Guobing Gan

            Sprecher:in · 0 Follower:innen

            PZ

            Peng Zhang

            Sprecher:in · 0 Follower:innen

            SL

            Sunzhu Li

            Sprecher:in · 0 Follower:innen

            Über

            In the era of deep learning, word embeddings are essential when dealing with text tasks. However, storing and accessing these embeddings requires a large amount of space. This is not conducive to the deployment of these models on resource-limited devices. Combining the powerful compression capability of tensor products, we propose a word embedding compression method with morphological augmentation, Morphologically-enhanced Tensorized Embeddings (MorphTE). A word consists of one or more morphemes…

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            NeurIPS 2022

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