Fairness

Assessing Group-level Gender Bias in Professional Evaluations: The Case of Medical Student End-of-Shift Feedback NAACL 2022 Assessing Multilingual Fairness in Pre-trained Multimodal Representations ACL 2022 A Study of Implicit Bias in Pretrained Language Models against People with Disabilities COLING 2022 A Study on the Distribution of Social Biases in Self-Supervised Learning Visual Models CVPR 2022 A Survey and Datasheet Repository of Publicly Available US Criminal Justice Datasets NeurIPS 2022 A Taxonomy of Bias-Causing Ambiguities in Machine Translation NAACL 2022 Attainability and Optimality: The Equalized Odds Fairness Revisited CLeaR 2022 Attributing Fair Decisions with Attention Interventions NAACL 2022 Auditing Saliency Cropping Algorithms WACV 2022 Authentic Integration of Ethics and AI through Sociotechnical, Problem-Based Learning AAAI 2022 Auto-Debias: Debiasing Masked Language Models with Automated Biased Prompts ACL 2022 Balanced MSE for Imbalanced Visual Regression CVPR 2022 Balancing out Bias: Achieving Fairness Through Balanced Training EMNLP 2022 BBQ: A hand-built bias benchmark for question answering ACL 2022 Behind the Mask: Demographic bias in name detection for PII masking ACL 2022 Benchmarking Intersectional Biases in NLP NAACL 2022 BERTScore is Unfair: On Social Bias in Language Model-Based Metrics for Text Generation EMNLP 2022 Better Hit the Nail on the Head than Beat around the Bush: Removing Protected Attributes with a Single Projection EMNLP 2022 Beyond Adult and COMPAS: Fair Multi-Class Prediction via Information Projection NeurIPS 2022 Bias at a Second Glance: A Deep Dive into Bias for German Educational Peer-Review Data Modeling COLING 2022 Bias Mitigation in Machine Translation Quality Estimation ACL 2022 Bigger Data or Fairer Data? Augmenting BERT via Active Sampling for Educational Text Classification COLING 2022 Bounding and Approximating Intersectional Fairness through Marginal Fairness NeurIPS 2022 Breaking through Inequality of Information Acquisition among Social Classes: A Modest Effort on Measuring “Fun” EMNLP 2022 Bridging Fairness and Environmental Sustainability in Natural Language Processing EMNLP 2022