Fairness

Self-Supervised Fair Representation Learning without Demographics NeurIPS 2022 Sense Embeddings are also Biased – Evaluating Social Biases in Static and Contextualised Sense Embeddings ACL 2022 Should We Ban English NLP for a Year? EMNLP 2022 Should We Rely on Entity Mentions for Relation Extraction? Debiasing Relation Extraction with Counterfactual Analysis NAACL 2022 Socially Aware Bias Measurements for Hindi Language Representations NAACL 2022 Status Biases in Deliberation Online: Evidence from a Randomized Experiment on ChangeMyView EMNLP 2022 Strategic ranking AISTATS 2022 Suum Cuique: Studying Bias in Taboo Detection with a Community Perspective ACL 2022 Text Style Transfer for Bias Mitigation using Masked Language Modeling NAACL 2022 The Lifecycle of “Facts”: A Survey of Social Bias in Knowledge Graphs AACL 2022 The Moral Integrity Corpus: A Benchmark for Ethical Dialogue Systems ACL 2022 Theory-Grounded Measurement of U.S. Social Stereotypes in English Language Models NAACL 2022 The (Undesired) Attenuation of Human Biases by Multilinguality EMNLP 2022 Towards Debiasing DNN Models from Spurious Feature Influence AAAI 2022 Towards Detecting Political Bias in Hindi News Articles ACL 2022 Towards Fair Dataset Distillation for Text Classification EMNLP 2022 Towards Procedural Fairness: Uncovering Biases in How a Toxic Language Classifier Uses Sentiment Information EMNLP 2022 Towards Robust NLG Bias Evaluation with Syntactically-diverse Prompts EMNLP 2022 Transferring Fairness under Distribution Shifts via Fair Consistency Regularization NeurIPS 2022 Transparency, Detection and Imitation in Strategic Classification IJCAI 2022 Understanding Gender Bias in Knowledge Base Embeddings ACL 2022 Understanding Instance-Level Impact of Fairness Constraints ICML 2022 Unmasking the Mask – Evaluating Social Biases in Masked Language Models AAAI 2022 Unsupervised Detection of Contextualized Embedding Bias with Application to Ideology ICML 2022 Upstream Mitigation Is Not All You Need: Testing the Bias Transfer Hypothesis in Pre-Trained Language Models ACL 2022