Fairness

Checking HateCheck: a cross-functional analysis of behaviour-aware learning for hate speech detection ACL 2022 Conformalized Fairness via Quantile Regression NeurIPS 2022 Consistency of Constrained Spectral Clustering under Graph Induced Fair Planted Partitions NeurIPS 2022 Contextualizing Language Models for Norms Diverging from Social Majority EMNLP 2022 Controlling Bias Exposure for Fair Interpretable Predictions EMNLP 2022 Controlling for Stereotypes in Multimodal Language Model Evaluation EMNLP 2022 Counterfactual Interpolation Augmentation (CIA): A Unified Approach to Enhance Fairness and Explainability of DNN IJCAI 2022 Counterfactually Augmented Data and Unintended Bias: The Case of Sexism and Hate Speech Detection NAACL 2022 Cross-Domain Detection of GPT-2-Generated Technical Text NAACL 2022 Darkness can not drive out darkness: Investigating Bias in Hate SpeechDetection Models ACL 2022 Dataset Geography: Mapping Language Data to Language Users ACL 2022 Debiasing NLU Models via Causal Intervention and Counterfactual Reasoning AAAI 2022 Debiasing Pre-Trained Language Models via Efficient Fine-Tuning ACL 2022 Debiasing Pretrained Text Encoders by Paying Attention to Paying Attention EMNLP 2022 Deepfake Network Architecture Attribution AAAI 2022 Deep Representation Debiasing via Mutual Information Minimization and Maximization (Student Abstract) AAAI 2022 Demographic-Aware Language Model Fine-tuning as a Bias Mitigation Technique AACL 2022 Detoxifying Language Models with a Toxic Corpus ACL 2022 Disambiguation of morpho-syntactic features of African American English – the case of habitual be ACL 2022 Distributionally Robust Fair Principal Components via Geodesic Descents ICLR 2022 EqGNN: Equalized Node Opportunity in Graphs AAAI 2022 Evaluating and Mitigating Inherent Linguistic Bias of African American English through Inference COLING 2022 Evaluating Gender Bias Transfer from Film Data NAACL 2022 Exploring the Effects of Negation and Grammatical Tense on Bias Probes AACL 2022 Fair Classification with Instance-dependent Label Noise CLeaR 2022