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

Publikation: Beiträge in SammelwerkenAufsätze in KonferenzbändenForschungbegutachtet

Authors

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.
OriginalspracheEnglisch
TitelProceedings 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
HerausgeberYulan He, Heng Ji, Sujian Li, Yang Liu, Chua-Hui Chang
Anzahl der Seiten14
Band1
ErscheinungsortStroudsburg
VerlagAssociation for Computational Linguistics (ACL)
Erscheinungsdatum01.11.2022
Seiten639-652
ISBN (elektronisch)978-1-955917-65-0
DOIs
PublikationsstatusErschienen - 01.11.2022
Extern publiziertJa
VeranstaltungConference of the Asia-Pacific Chapter of the Association for Computational Linguistics - online
Dauer: 20.11.202223.11.2022

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