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[2112.03858] Reducing Target Group Bias in Hate Speech Detectors


[2112.03858] Reducing Target Group Bias in Hate Speech Detectors

Abstract page for arXiv paper 2112.03858: Reducing Target Group Bias in Hate Speech Detectors.

(PDF) Reducing Target Group Bias in Hate Speech Detectors

PDF | The ubiquity of offensive and hateful content on online fora necessitates the need for automatic solutions that detect such content ...

arXiv:2112.03858v1 [cs.CL] 7 Dec 2021

Reducing Target Group Bias in Hate Speech Detectors. Darsh J Shah Sinong Wang Han Fang Hao Ma Luke Zettlemoyer. Meta AI Research. {darshs ...

Reducing Target Group Bias in Hate Speech Detectors - OpenReview

Reducing Target Group Bias in Hate Speech Detectors. Anonymous ACL submission. Abstract. The ubiquity of offensive and hateful content. 001 on online fora ...

Hate Speech Detection with Generalizable Target-aware Fairness

... hate speech detectors for target-wise ... Reducing target group bias in hate speech detectors. arXiv preprint arXiv:2112.03858 (2021).

Darsh J Shah - Google Scholar

2021. Reducing target group bias in hate speech detectors‏. DJ Shah, S Wang, H Fang, H Ma, L Zettlemoyer‏. arXiv preprint arXiv:2112.03858, 2021‏. 3, 2021.

‪Darsh J Shah‬ - ‪Google Scholar‬

Reducing target group bias in hate speech detectors. DJ Shah, S Wang, H Fang, H Ma, L Zettlemoyer. arXiv preprint arXiv:2112.03858, 2021. 3, 2021. Contrastive ...

Hate Speech Detection with Generalizable Target-aware Fairness

... lower its sensitivity to spu-. rious features like target ... target group bias in hate speech detectors. arXiv preprint arXiv:2112.03858.

Hate Speech Detection with Generalizable Target-aware Fairness

Reducing target group bias in hate speech detectors. arXiv preprint arXiv:2112.03858 (2021). Aviv Shamsian Aviv Navon Ethan Fetaya and Gal Chechik. 2021 ...

Context Reduces Racial Bias in Hate Speech Detection Algorithms

A team of USC researchers has created a hate speech classifier that is more context-sensitive, and less likely to mistake a post containing a group identifier ...

The Risk of Racial Bias in Hate Speech Detection - ACL Anthology

Finally, we propose *dialect* and *race priming* as ways to reduce the racial bias in annotation, showing that when annotators are made explicitly aware of ...

减少仇恨语音检测器中的目标群体偏差 - X-MOL

Reducing Target Group Bias in Hate Speech Detectors. The ubiquity of offensive and hateful content on online fora necessitates the need for ...

[PDF] Racial Bias in Hate Speech and Abusive Language Detection ...

... Bias in Toxicity Classification” is introduced, aiming to detect social biases, their categories, and targeted groups. Expand. 14 Citations · PDF. Add to ...

Demoting Racial Bias in Hate Speech Detection - ACL Anthology

target attribute (hate speech detection), but rather to reduce the influence of the protected attribute. In §3 and §4, we evaluate how well our approach.

Tackling racial bias in automated online hate detection: Towards fair ...

... lower than that of the non-African–American group. Table 3 ... hate speech detection: a multi-target perspective. Cogn Comput 14 ...

Hate speech detection and racial bias mitigation in social ... - PubMed

... group. However, the racial bias in our classifiers reduces significantly after our bias alleviation mechanism is incorporated. This work ...