The Lifecycle of "Facts'': A Survey of Social Bias in Knowledge Graphs
Publikation: Beiträge in Sammelwerken › Aufsätze in Konferenzbänden › Forschung › begutachtet
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Proceedings of the 2nd Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics and the 12th International Joint Conference on Natural Language Processing: Volume 1: Long Papers. Hrsg. / Yulan He; Heng Ji; Sujian Li; Yang Liu; Chua-Hui Chang. Band 1 Stroudsburg: Association for Computational Linguistics (ACL), 2022. S. 639-652.
Publikation: Beiträge in Sammelwerken › Aufsätze in Konferenzbänden › Forschung › begutachtet
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TY - CHAP
T1 - The Lifecycle of "Facts'': A Survey of Social Bias in Knowledge Graphs
AU - Kraft, Angelie
AU - Usbeck, Ricardo
PY - 2022/11/1
Y1 - 2022/11/1
N2 - 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 propagate downstream. We conducted a critical analysis of literature concerning biases at different steps of a knowledge graph lifecycle. We investigated factors introducing bias, as well as the biases that are rendered by knowledge graphs and their embedded versions afterward. Limitations of existing measurement and mitigation strategies are discussed and paths forward are proposed.
AB - 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 propagate downstream. We conducted a critical analysis of literature concerning biases at different steps of a knowledge graph lifecycle. We investigated factors introducing bias, as well as the biases that are rendered by knowledge graphs and their embedded versions afterward. Limitations of existing measurement and mitigation strategies are discussed and paths forward are proposed.
KW - Informatics
UR - https://aclanthology.org/2022.aacl-main.0.pdf
UR - https://aclanthology.org/2022.aacl-main.0/
UR - https://arxiv.org/abs/2210.03353
U2 - 10.48550/arXiv.2210.03353
DO - 10.48550/arXiv.2210.03353
M3 - Article in conference proceedings
VL - 1
SP - 639
EP - 652
BT - Proceedings of the 2nd Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics and the 12th International Joint Conference on Natural Language Processing
A2 - He, Yulan
A2 - Ji, Heng
A2 - Li, Sujian
A2 - Liu, Yang
A2 - Chang, Chua-Hui
PB - Association for Computational Linguistics (ACL)
CY - Stroudsburg
T2 - Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics
Y2 - 20 November 2022 through 23 November 2022
ER -