Fairness

Detecting Word-Level Adversarial Text Attacks via SHapley Additive exPlanations ACL 2022 DeTox: A Comprehensive Dataset for German Offensive Language and Conversation Analysis NAACL 2022 Detoxifying Language Models with a Toxic Corpus ACL 2022 Developing a tool for fair and reproducible use of paid crowdsourcing in the digital humanities COLING 2022 Diagnosing failures of fairness transfer across distribution shift in real-world medical settings NeurIPS 2022 DiBiMT: A Novel Benchmark for Measuring Word Sense Disambiguation Biases in Machine Translation ACL 2022 DiRe Committee : Diversity and Representation Constraints in Multiwinner Elections IJCAI 2022 Directions for NLP Practices Applied to Online Hate Speech Detection EMNLP 2022 Disambiguation of morpho-syntactic features of African American English – the case of habitual be ACL 2022 Disparate Censorship & Undertesting: A Source of Label Bias in Clinical Machine Learning MLHC 2022 Distinguishing rule and exemplar-based generalization in learning systems ICML 2022 Diverse Client Selection for Federated Learning via Submodular Maximization ICLR 2022 DocFin: Multimodal Financial Prediction and Bias Mitigation using Semi-structured Documents EMNLP 2022 Does Data Repair Lead to Fair Models? Curating Contextually Fair Data To Reduce Model Bias WACV 2022 Does Moral Code have a Moral Code? Probing Delphi’s Moral Philosophy NAACL 2022 Does Representational Fairness Imply Empirical Fairness? AACL 2022 Does Your Model Classify Entities Reasonably? Diagnosing and Mitigating Spurious Correlations in Entity Typing EMNLP 2022 Do ever larger octopi still amplify reporting biases? Evidence from judgments of typical colour AACL 2022 Domain Adaptation meets Individual Fairness. And they get along. NeurIPS 2022 Don’t Forget About Pronouns: Removing Gender Bias in Language Models Without Losing Factual Gender Information NAACL 2022 Don’t Just Clean It, Proxy Clean It: Mitigating Bias by Proxy in Pre-Trained Models EMNLP 2022 Don’t sweat the small stuff, classify the rest: Sample Shielding to protect text classifiers against adversarial attacks NAACL 2022 Dynamic Car Dispatching and Pricing: Revenue and Fairness for Ridesharing Platforms IJCAI 2022 Easy Adaptation to Mitigate Gender Bias in Multilingual Text Classification NAACL 2022 Efficient Counterfactual Debiasing for Visual Question Answering WACV 2022