Fairness

JobFair: A Framework for Benchmarking Gender Hiring Bias in Large Language Models EMNLP 2024 KorNAT: LLM Alignment Benchmark for Korean Social Values and Common Knowledge ACL 2024 Label-Efficient Group Robustness via Out-of-Distribution Concept Curation CVPR 2024 Large Language Models are not Fair Evaluators ACL 2024 Learning Fair Policies for Multi-Stage Selection Problems from Observational Data AAAI 2024 Learning Human-like Representations to Enable Learning Human Values NeurIPS 2024 LEEC for Judicial Fairness: A Legal Element Extraction Dataset with Extensive Extra-Legal Labels IJCAI 2024 Leveraging Diffusion Perturbations for Measuring Fairness in Computer Vision AAAI 2024 Leveraging Opposite Gender Interaction Ratio as a Path towards Fairness in Online Dating Recommendations Based on User Sexual Orientation AAAI 2024 LexEval: A Comprehensive Chinese Legal Benchmark for Evaluating Large Language Models NeurIPS 2024 Lexical Complexity Prediction and Lexical Simplification for Catalan and Spanish: Resource Creation, Quality Assessment, and Ethical Considerations EMNLP 2024 Likelihood-based Mitigation of Evaluation Bias in Large Language Models ACL 2024 Linguistic Bias in ChatGPT: Language Models Reinforce Dialect Discrimination EMNLP 2024 Linking Convolutional Kernel Size to Generalization Bias in Face Analysis CNNs WACV 2024 LLM Evaluators Recognize and Favor Their Own Generations NeurIPS 2024 LLMs as Narcissistic Evaluators: When Ego Inflates Evaluation Scores ACL 2024 Local Contrastive Editing of Gender Stereotypes EMNLP 2024 Long-Term Fair Decision Making through Deep Generative Models AAAI 2024 Lost in Transcription: Identifying and Quantifying the Accuracy Biases of Automatic Speech Recognition Systems Against Disfluent Speech NAACL 2024 Manipulation-Robust Selection of Citizens’ Assemblies AAAI 2024 Masking Latent Gender Knowledge for Debiasing Image Captioning NAACL 2024 Measuring Political Bias in Large Language Models: What Is Said and How It Is Said ACL 2024 Metrics for What, Metrics for Whom: Assessing Actionability of Bias Evaluation Metrics in NLP EMNLP 2024 Mind the Gap: A Causal Perspective on Bias Amplification in Prediction & Decision-Making NeurIPS 2024 Mind the Graph When Balancing Data for Fairness or Robustness NeurIPS 2024