Fairness

Misinformation with Legal Consequences (MisLC): A New Task Towards Harnessing Societal Harm of Misinformation EMNLP 2024 Mitigate Extrinsic Social Bias in Pre-trained Language Models via Continuous Prompts Adjustment EMNLP 2024 Mitigating Biases for Instruction-following Language Models via Bias Neurons Elimination ACL 2024 Mitigating Spurious Correlations via Disagreement Probability NeurIPS 2024 MiTTenS: A Dataset for Evaluating Gender Mistranslation EMNLP 2024 Modeling Gender and Dialect Bias in Automatic Speech Recognition EMNLP 2024 Modeling Human Subjectivity in LLMs Using Explicit and Implicit Human Factors in Personas EMNLP 2024 Monoculture in Matching Markets NeurIPS 2024 Moral Foundations of Large Language Models EMNLP 2024 More than Minorities and Majorities: Understanding Multilateral Bias in Language Generation ACL 2024 MultiPICo: Multilingual Perspectivist Irony Corpus ACL 2024 MultiTrust: A Comprehensive Benchmark Towards Trustworthy Multimodal Large Language Models NeurIPS 2024 Not All Countries Celebrate Thanksgiving: On the Cultural Dominance in Large Language Models ACL 2024 “One-Size-Fits-All”? Examining Expectations around What Constitute “Fair” or “Good” NLG System Behaviors NAACL 2024 On the Fairness ROAD: Robust Optimization for Adversarial Debiasing ICLR 2024 On the Inductive Biases of Demographic Parity-based Fair Learning Algorithms UAI 2024 On the Influence of Gender and Race in Romantic Relationship Prediction from Large Language Models EMNLP 2024 On the Interplay between Fairness and Explainability NAACL 2024 On the Relationship between Truth and Political Bias in Language Models EMNLP 2024 Optimizing Language Models with Fair and Stable Reward Composition in Reinforcement Learning EMNLP 2024 Oracle Efficient Algorithms for Groupwise Regret ICLR 2024 OxonFair: A Flexible Toolkit for Algorithmic Fairness NeurIPS 2024 Perceptions of Language Technology Failures from South Asian English Speakers ACL 2024 Perceptual Fairness in Image Restoration NeurIPS 2024 Please note that I’m just an AI: Analysis of Behavior Patterns of LLMs in (Non-)offensive Speech Identification EMNLP 2024