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Oct, 2022
基于同态加密的BERT嵌入隐私保护文本分类
Privacy-Preserving Text Classification on BERT Embeddings with Homomorphic Encryption
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Garam Lee, Minsoo Kim, Jai Hyun Park, Seung-won Hwang, Jung Hee Cheon
TL;DR
该研究提出了一种基于同态加密的对嵌入向量进行隐私保护的机制，避免在文本分类过程中可能泄漏文本中的敏感属性信息，且大部分保留向量嵌入的实用价值。
Abstract
embeddings
, which compress information in raw text into semantics-preserving low-dimensional vectors, have been widely adopted for their efficacy. However, recent research has shown that
embeddings
can potentiall
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