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Dec, 2023
维度变化对词嵌入偏差的影响
Effect of dimensionality change on the bias of word embeddings
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Rohit Raj Rai, Amit Awekar
TL;DR
使用英文维基百科语料库,研究了维度变化对词嵌入偏差的影响,结果显示词嵌入的偏差会随着维度变化而显著变化,且对不同的词嵌入方法影响各异,因此在选择词嵌入维度时应考虑这些因素。
Abstract
word embedding methods
(WEMs) are extensively used for representing text data. The dimensionality of these embeddings varies across various tasks and implementations. The effect of
dimensionality change
on the
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