Fairness

I Prefer Not to Say: Protecting User Consent in Models with Optional Personal Data AAAI 2024 Irrelevant Alternatives Bias Large Language Model Hiring Decisions EMNLP 2024 Is LLM a Reliable Reviewer? A Comprehensive Evaluation of LLM on Automatic Paper Reviewing Tasks COLING 2024 Is there Gender Bias in Dependency Parsing? Revisiting “Women’s Syntactic Resilience” ACL 2024 Is this model reliable for everyone? Testing for strong calibration AISTATS 2024 JobFair: A Framework for Benchmarking Gender Hiring Bias in Large Language Models EMNLP 2024 Just Because We Camp, Doesn't Mean We Should: The Ethics of Modelling Queer Voices. Interspeech 2024 Label-Efficient Group Robustness via Out-of-Distribution Concept Curation CVPR 2024 Language Bias in Multilingual Information Retrieval: The Nature of the Beast and Mitigation Methods EMNLP 2024 Language Technologies as If People Mattered: Centering Communities in Language Technology Development COLING 2024 Large Language Models are not Fair Evaluators ACL 2024 Learning Fair Policies for Multi-Stage Selection Problems from Observational Data AAAI 2024 Learning Fair Representations for Recommendation via Information Bottleneck Principle IJCAI 2024 Learning from Multiple Annotator Biased Labels in Multimodal Conversation Interspeech 2024 Learning from Others: Similarity-based Regularization for Mitigating Dataset Bias. ACL 2024 Learning Performance Maximizing Ensembles with Explainability Guarantees AAAI 2024 Learning Robust Classifiers with Self-Guided Spurious Correlation Mitigation IJCAI 2024 Learning to Reject Meets Long-tail Learning ICLR 2024 Learning with Noisy Labels Using Hyperspherical Margin Weighting AAAI 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 Leveraging Prototypical Representations for Mitigating Social Bias without Demographic Information NAACL 2024 LexiconLadies at FIGNEWS 2024 Shared Task: Identifying Keywords for Bias Annotation Guidelines of Facebook News Headlines on the Israel-Palestine 2023 War ACL 2024 Likelihood-based Mitigation of Evaluation Bias in Large Language Models ACL 2024