Fairness

“Again, Dozens of Refugees Drowned”: A Computational Study of Political Framing Evoked by Presuppositions NAACL 2022 All Politics is Local: Redistricting via Local Fairness NeurIPS 2022 Almost Full EFX Exists for Four Agents AAAI 2022 A Multifaceted Framework to Evaluate Evasion, Content Preservation, and Misattribution in Authorship Obfuscation Techniques EMNLP 2022 Analyzing Gender Translation Errors to Identify Information Flows between the Encoder and Decoder of a NMT System EMNLP 2022 Analyzing the Limits of Self-Supervision in Handling Bias in Language EMNLP 2022 Anatomizing Bias in Facial Analysis AAAI 2022 An Empirical Survey of the Effectiveness of Debiasing Techniques for Pre-trained Language Models ACL 2022 Annotators with Attitudes: How Annotator Beliefs And Identities Bias Toxic Language Detection NAACL 2022 A Prompt Array Keeps the Bias Away: Debiasing Vision-Language Models with Adversarial Learning AACL 2022 Are Pretrained Multilingual Models Equally Fair across Languages? COLING 2022 Are Two Heads the Same as One? Identifying Disparate Treatment in Fair Neural Networks NeurIPS 2022 A Robust Bias Mitigation Procedure Based on the Stereotype Content Model EMNLP 2022 Assessing Multilingual Fairness in Pre-trained Multimodal Representations ACL 2022 Auto-Debias: Debiasing Masked Language Models with Automated Biased Prompts ACL 2022 A Weak Supervision Approach for Predicting Difficulty of Technical Interview Questions COLING 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 Bounding and Approximating Intersectional Fairness through Marginal Fairness NeurIPS 2022 Bridging Fairness and Environmental Sustainability in Natural Language Processing EMNLP 2022 Calibrated Data-Dependent Constraints with Exact Satisfaction Guarantees NeurIPS 2022