StereoKG: Data-Driven Knowledge Graph Construction for Cultural Knowledge and Stereotypes

• Published in: arXiv.org
• Main Authors: Deshpande, Awantee, Ruiter, Dana, Mosbach, Marius, Klakow, Dietrich
• Format: Paper
• Language: English
• Published: Ithaca Cornell University Library, arXiv.org 27.05.2022
• Subjects: Bias; Knowledge representation; Natural language processing; Stereotypes

Analyzing ethnic or religious bias is important for improving fairness, accountability, and transparency of natural language processing models. However, many techniques rely on human-compiled lists of bias terms, which are expensive to create and are limited in coverage. In this study, we present a...