A framework of variable-length sequence data preprocessing based on semantic perception

Deep learning frameworks generally adopt padding or truncation operations toward variable-length sequences in order to use efficient yet intensive batch training. However, padding leads to intensive memory consumption, and truncation inevitably loses the original semantic information. To address thi...

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Bibliographic Details
Main Authors: WANG Xiaodong, WANG Jiwei, ZHONG Zhihao, YANG Huan, YAO Hongjing, GUO Yangming
Format: Article
Language:zho
Published: EDP Sciences 2025-04-01
Series:Xibei Gongye Daxue Xuebao
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Online Access:https://www.jnwpu.org/articles/jnwpu/full_html/2025/02/jnwpu2025432p388/jnwpu2025432p388.html
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