BriefGPT.xyz
Apr, 2020
词嵌入何时能准确反映我们对人们的信念调查结果?
When do Word Embeddings Accurately Reflect Surveys on our Beliefs About People?
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Kenneth Joseph, Jonathan H. Morgan
TL;DR
本文研究了公开可得的单词嵌入在某些社会层面上的偏见反映了实际调查数据,但并非所有维度的数据都能得到反映,只有最显著的偏见维度,例如性别方面,才能得到准确的反映。
Abstract
social biases
are encoded in
word embeddings
. This presents a unique opportunity to study society historically and at scale, and a unique danger when embeddings are used in downstream applications. Here, we inves
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