Fairness

Dissecting Biases in Relation Extraction: A Cross-Dataset Analysis on People’s Gender and Origin ACL 2024 Dissecting Human and LLM Preferences ACL 2024 Distributionally Generative Augmentation for Fair Facial Attribute Classification CVPR 2024 Diverse Perspectives, Divergent Models: Cross-Cultural Evaluation of Depression Detection on Twitter NAACL 2024 Diverse Yet Biased: Towards Mitigating Biases in Generative AI (Student Abstract) AAAI 2024 Diversity-Aware Annotation for Conversational AI Safety COLING 2024 DiversityMedQA: A Benchmark for Assessing Demographic Biases in Medical Diagnosis using Large Language Models EMNLP 2024 Divine LLaMAs: Bias, Stereotypes, Stigmatization, and Emotion Representation of Religion in Large Language Models EMNLP 2024 Do Counterfactually Fair Image Classifiers Satisfy Group Fairness? -- A Theoretical and Empirical Study NeurIPS 2024 Does Context Help Mitigate Gender Bias in Neural Machine Translation? EMNLP 2024 Does Egalitarian Fairness Lead to Instability? The Fairness Bounds in Stable Federated Learning Under Altruistic Behaviors NeurIPS 2024 Does Progress On Object Recognition Benchmarks Improve Generalization on Crowdsourced, Global Data? ICLR 2024 Do Large Language Models Discriminate in Hiring Decisions on the Basis of Race, Ethnicity, and Gender? ACL 2024 Do Large Language Models Rank Fairly? An Empirical Study on the Fairness of LLMs as Rankers NAACL 2024 Do Large Language Models Understand Mansplaining? Well, Actually... COLING 2024 Do Multilingual Large Language Models Mitigate Stereotype Bias? ACL 2024 Don’t Go To Extremes: Revealing the Excessive Sensitivity and Calibration Limitations of LLMs in Implicit Hate Speech Detection ACL 2024 Do PLMs and Annotators Share the Same Gender Bias? Definition, Dataset, and Framework of Contextualized Gender Bias ACL 2024 DOSA: A Dataset of Social Artifacts from Different Indian Geographical Subcultures COLING 2024 Do *they* mean ‘us’? Interpreting Referring Expression variation under Intergroup Bias EMNLP 2024 Dropout-Based Rashomon Set Exploration for Efficient Predictive Multiplicity Estimation ICLR 2024 EAB-FL: Exacerbating Algorithmic Bias through Model Poisoning Attacks in Federated Learning IJCAI 2024 EcoSpeak: Cost-Efficient Bias Mitigation for Partially Cross-Lingual Speaker Verification NAACL 2024 Effective Controllable Bias Mitigation for Classification and Retrieval using Gate Adapters EACL 2024 Efficient Explainable Face Verification Based on Similarity Score Argument Backpropagation WACV 2024