demographic-bias

Demographic bias in misdiagnosis by computational pathology models - Nature Medicine

[ICLR 2026] Official codebase of "Person-Centric Annotations of LAION-400M: Auditing Bias and Its Transfer to Models"

Assessing the reliability of LLM annotations in the context of demographic bias and model explanation (GeBNLP @ ACL 2025)

Official EMNLP 2026 implementation of GGSS: inference-time demographic debiasing for generative VLMs/MLLMs via norm-preserving, token-level geodesic activation steering. No retraining.

Project page for our ACL 2025 GeBNLP paper — Assessing the Reliability of LLMs Annotations in the Context of Demographic Bias and Model Explanation

Fairness audit of Detoxify's toxicity classifier on Civil Comments quantifying demographic bias via FPR disparity, subgroup AUC, counterfactual analysis, and intersectionality, with threshold-optimization mitigation

Demographically-Informed Prediction Discrepancy Index: Early Warnings of Demographic Biases for Unlabeled Populations

A demographic audit of how five large language models imagine romantic relationships.

Project page for the GeBNLP @ ACL 2025 paper on the reliability of LLM annotations, demographic bias, and model explanations