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Oct, 2022
事实”的生命周期：知识图谱中社会偏见的调查
The Lifecycle of "Facts": A Survey of Social Bias in Knowledge Graphs
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Angelie Kraft, Ricardo Usbeck
TL;DR
本文批判性分析了有关知识图谱生命周期中不同步骤中存在的偏见的文献，并调查了引入偏见的因素以及知识图谱及其嵌入版本所呈现的偏见。讨论了现有测量和减轻策略的局限性，并提出了未来的发展路径。
Abstract
knowledge graphs
are increasingly used in a plethora of downstream tasks or in the augmentation of statistical models to improve
factuality
. However, social biases are engraved in these representations and propag
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