The Lifecycle of "Facts'': A Survey of Social Bias in Knowledge Graphs

Angelie Kraft; Ricardo Usbeck

doi:10.48550/arXiv.2210.03353

The Lifecycle of "Facts'': A Survey of Social Bias in Knowledge Graphs

Universität Hamburg

Publikation: Beiträge in Sammelwerken › Aufsätze in Konferenzbänden › Forschung › Begutachtung

12 Zitate (Scopus)

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 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.

Originalsprache	Englisch
Titel	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
Redakteure/-innen	Yulan He, Heng Ji, Sujian Li, Yang Liu, Chua-Hui Chang
Seitenumfang	14
Band	1
Erscheinungsort	Stroudsburg
Herausgeber (Verlag)	Association for Computational Linguistics (ACL)
Erscheinungsdatum	01.11.2022
Seiten	639-652
ISBN (elektronisch)	978-1-955917-65-0
DOIs	https://doi.org/10.48550/arXiv.2210.03353 https://doi.org/10.18653/v1/2022.aacl-main.49
Publikationsstatus	Erschienen - 01.11.2022
Extern publiziert	Ja
Veranstaltung	Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics - online Dauer: 20.11.2022 → 23.11.2022

Bibliographische Notiz

Publisher Copyright:
© 2022 Association for Computational Linguistics.

Fachgebiete und Schlagwörter

Informatik

ASJC Scopus Sachgebiete

Theoretische Informatik und Mathematik
Angewandte Informatik
Information systems

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10.48550/arXiv.2210.03353Lizenz: Urheberrechtlich geschützt
10.18653/v1/2022.aacl-main.49Lizenz: CC BY

Interview with AIhub on Social Bias in Knowledge Graphs
Kraft, A.
16.11.22
1 Objekt von Medienberichte
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Kraft, A., & Usbeck, R. (2022). The Lifecycle of "Facts'': A Survey of Social Bias in Knowledge Graphs. in Y. He, H. Ji, S. Li, Y. Liu, & C.-H. Chang (Hrsg.), 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 (Band 1, S. 639-652). Association for Computational Linguistics (ACL). https://doi.org/10.48550/arXiv.2210.03353, https://doi.org/10.18653/v1/2022.aacl-main.49

Kraft, Angelie ; Usbeck, Ricardo. / The Lifecycle of "Facts'': A Survey of Social Bias in Knowledge Graphs. 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

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Kraft, A & Usbeck, R 2022, The Lifecycle of "Facts'': A Survey of Social Bias in Knowledge Graphs. in Y He, H Ji, S Li, Y Liu & C-H Chang (Hrsg.), 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. Bd. 1, Association for Computational Linguistics (ACL), Stroudsburg, S. 639-652, Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics, online, 20.11.22. https://doi.org/10.48550/arXiv.2210.03353, https://doi.org/10.18653/v1/2022.aacl-main.49

The Lifecycle of "Facts'': A Survey of Social Bias in Knowledge Graphs. / Kraft, Angelie ; Usbeck, Ricardo.
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 › Begutachtung

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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.

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UR - https://aclanthology.org/2022.aacl-main.0.pdf

UR - https://aclanthology.org/2022.aacl-main.0/

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A2 - Li, Sujian

A2 - Liu, Yang

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Kraft A , Usbeck R. The Lifecycle of "Facts'': A Survey of Social Bias in Knowledge Graphs. in He Y, Ji H, Li S, Liu Y, Chang CH, Hrsg., 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. Band 1. Stroudsburg: Association for Computational Linguistics (ACL). 2022. S. 639-652 doi: 10.48550/arXiv.2210.03353, 10.18653/v1/2022.aacl-main.49

The Lifecycle of "Facts'': A Survey of Social Bias in Knowledge Graphs

Abstract

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