Fairness

Gender Bias in Decision-Making with Large Language Models: A Study of Relationship Conflicts EMNLP 2024 Gender Identity in Pretrained Language Models: An Inclusive Approach to Data Creation and Probing EMNLP 2024 Generating Diagnostic and Actionable Explanations for Fair Graph Neural Networks AAAI 2024 Giving Control Back to Models: Enabling Offensive Language Detection Models to Autonomously Identify and Mitigate Biases EMNLP 2024 “Global is Good, Local is Bad?”: Understanding Brand Bias in LLMs EMNLP 2024 GPT is Not an Annotator: The Necessity of Human Annotation in Fairness Benchmark Construction ACL 2024 Group Fairness in Predict-Then-Optimize Settings for Restless Bandits UAI 2024 Hateful Word in Context Classification EMNLP 2024 Hate Personified: Investigating the role of LLMs in content moderation EMNLP 2024 Having Beer after Prayer? Measuring Cultural Bias in Large Language Models ACL 2024 Hierarchical Adversarial Correction to Mitigate Identity Term Bias in Toxicity Detection ACL 2024 Humans or LLMs as the Judge? A Study on Judgement Bias EMNLP 2024 Identifying and Addressing Disparities in Public Libraries with Bayesian Latent Variable Modeling AAAI 2024 Identifying and Mitigating Annotation Bias in Natural Language Understanding using Causal Mediation Analysis ACL 2024 Identifying, Mitigating, and Anticipating Bias in Algorithmic Decisions AAAI 2024 Identifying Reasons for Bias: An Argumentation-Based Approach AAAI 2024 Images Speak Louder than Words: Understanding and Mitigating Bias in Vision-Language Model from a Causal Mediation Perspective EMNLP 2024 Improving Adversarial Robust Fairness via Anti-Bias Soft Label Distillation NeurIPS 2024 Improving Fairness in Deepfake Detection WACV 2024 Improving Fairness Using Vision-Language Driven Image Augmentation WACV 2024 Instant Messaging Platforms News Multi-Task Classification for Stance, Sentiment, and Discrimination Detection COLING 2024 Interactive Human-Centric Bias Mitigation AAAI 2024 Interventional Fairness on Partially Known Causal Graphs: A Constrained Optimization Approach ICLR 2024 Investigating Cultural Alignment of Large Language Models ACL 2024 Irrelevant Alternatives Bias Large Language Model Hiring Decisions EMNLP 2024