Fairness

Whose wife is it anyway? Assessing bias against same-gender relationships in machine translation ACL 2024 Why Don’t Prompt-Based Fairness Metrics Correlate? ACL 2024 Why the Unexpected? Dissecting the Political and Economic Bias in Persian Small and Large Language Models COLING 2024 WMT24 Test Suite: Gender Resolution in Speaker-Listener Dialogue Roles EMNLP 2024 Women Are Beautiful, Men Are Leaders: Gender Stereotypes in Machine Translation and Language Modeling EMNLP 2024 Would Deep Generative Models Amplify Bias in Future Models? CVPR 2024 “You Gotta be a Doctor, Lin” : An Investigation of Name-Based Bias of Large Language Models in Employment Recommendations EMNLP 2024 Your Stereotypical Mileage May Vary: Practical Challenges of Evaluating Biases in Multiple Languages and Cultural Contexts COLING 2024 2D-Shapley: A Framework for Fragmented Data Valuation ICML 2023 A Causal Framework for Decomposing Spurious Variations NeurIPS 2023 Accuracy on the Curve: On the Nonlinear Correlation of ML Performance Between Data Subpopulations ICML 2023 Accurate Fairness: Improving Individual Fairness without Trading Accuracy AAAI 2023 A Closer Look into Using Large Language Models for Automatic Evaluation EMNLP 2023 A Comparative Study on the Impact of Model Compression Techniques on Fairness in Language Models ACL 2023 A Crowd-AI Collaborative Duo Relational Graph Learning Framework towards Social Impact Aware Photo Classification AAAI 2023 Adapting Fairness Interventions to Missing Values NeurIPS 2023 Addressing Linguistic Bias through a Contrastive Analysis of Academic Writing in the NLP Domain EMNLP 2023 Addressing Weak Decision Boundaries in Image Classification by Leveraging Web Search and Generative Models IJCAI 2023 ADEPT: A DEbiasing PrompT Framework AAAI 2023 Advances in AI for Safety, Equity, and Well-Being on Web and Social Media: Detection, Robustness, Attribution, and Mitigation AAAI 2023 A Fair Generative Model Using LeCam Divergence AAAI 2023 AfriNames: Most ASR Models "Butcher" African Names Interspeech 2023 AI for Equitable, Data-Driven Decisions in Public Health AAAI 2023 A Keyword Based Approach to Understanding the Overpenalization of Marginalized Groups by English Marginal Abuse Models on Twitter ACL 2023 Aleatoric and Epistemic Discrimination: Fundamental Limits of Fairness Interventions NeurIPS 2023