We demonstrate that our social-group-agnostic, SCM-based debiasing technique performs comparably to group-specific debiasing on multiple bias benchmarks, but ...
Jul 9, 2023 · We pro- pose that the Stereotype Content Model (SCM). — a theoretical framework developed in so- cial psychology for understanding the content.
We pro- pose that the Stereotype Content Model (SCM). — a theoretical framework developed in so- cial psychology for understanding the content of stereotyping — ...
Sep 13, 2023 · Implications suggest that brief and user-friendly rater-training sessions offer the promise of mitigating rater bias, at least in the short run.
The SCM categorizes stereotypes along two dimensions: warmth and competence. By adopting this social-group-agnostic perspective, we demonstrated comparable ...
Specifically, we propose that the Stereotype Content Model (SCM) - a theoretical framework developed in social psychology for understanding the content of ...
Oct 11, 2022 · We propose that the Stereotype Content Model (SCM), a theoretical framework developed in social psychology for understanding the content of stereotypes.
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TLDR: Existing bias mitigation methods require social-group-specific word pairs (e.g., "man” -- "woman”) for each social attribute (e.g., gender), ...
Bias mitigation approaches reduce models' dependence on sensitive features of data, such as social group tokens (SGTs), resulting in equal predictions across ...
Jul 12, 2023 · Leveraging the Stereotype Content Model from social psychology, we introduce a social-group-agnostic debiasing approach for word embeddings ...