Fairness

Separating Hate Speech and Offensive Language Classes via Adversarial Debiasing NAACL 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 Simple and near-optimal algorithms for hidden stratification and multi-group learning ICML 2022 Simple data balancing achieves competitive worst-group-accuracy CLeaR 2022 Skin Deep Unlearning: Artefact and Instrument Debiasing in the Context of Melanoma Classification ICML 2022 Socially Fair Mitigation of Misinformation on Social Networks via Constraint Stochastic Optimization AAAI 2022 SoFaiR: Single Shot Fair Representation Learning IJCAI 2022 Some Languages are More Equal than Others: Probing Deeper into the Linguistic Disparity in the NLP World AACL 2022 SOS: Systematic Offensive Stereotyping Bias in Word Embeddings COLING 2022 Square One Bias in NLP: Towards a Multi-Dimensional Exploration of the Research Manifold ACL 2022 Status Biases in Deliberation Online: Evidence from a Randomized Experiment on ChangeMyView EMNLP 2022 Strategic Instrumental Variable Regression: Recovering Causal Relationships From Strategic Responses ICML 2022 Strategic ranking AISTATS 2022 Strategyproof Mechanisms for Group-Fair Facility Location Problems IJCAI 2022 Subgroup Robustness Grows On Trees: An Empirical Baseline Investigation NeurIPS 2022 SUH_ASR@LT-EDI-ACL2022: Transformer based Approach for Speech Recognition for Vulnerable Individuals in Tamil ACL 2022 Suum Cuique: Studying Bias in Taboo Detection with a Community Perspective ACL 2022 Systematic Evaluation of Predictive Fairness AACL 2022 Systematic Inequalities in Language Technology Performance across the World’s Languages ACL 2022 Text Characterization Toolkit (TCT) AACL 2022 The Birth of Bias: A case study on the evolution of gender bias in an English language model NAACL 2022 The Cycle of Trust and Responsibility in Outsourced AI NAACL 2022 The Dangers of Underclaiming: Reasons for Caution When Reporting How NLP Systems Fail ACL 2022 The Dollar Street Dataset: Images Representing the Geographic and Socioeconomic Diversity of the World NeurIPS 2022