Fairness

SUB: Benchmarking CBM Generalization via Synthetic Attribute Substitutions ICCV 2025 Surface Fairness, Deep Bias: A Comparative Study of Bias in Language Models ACL 2025 T2ISafety: Benchmark for Assessing Fairness, Toxicity, and Privacy in Image Generation CVPR 2025 Tackling Social Bias against the Poor: a Dataset and a Taxonomy on Aporophobia NAACL 2025 Tag-First: Mitigating Distributional Bias in Synthetic User Profiles through Controlled Attribute Generation ACL 2025 Target Bias Is All You Need: Zero-Shot Debiasing of Vision-Language Models with Bias Corpus ICCV 2025 Taxonomizing Representational Harms using Speech Act Theory ACL 2025 Temporal Fair Division AAAI 2025 TFDP: Token-Efficient Disparity Audits for Autoregressive LLMs via Single-Token Masked Evaluation EMNLP 2025 That Ain’t Right: Assessing LLM Performance on QA in African American and West African English Dialects EMNLP 2025 The AI Gap: How Socioeconomic Status Affects Language Technology Interactions ACL 2025 “The dentist is an involved parent, the bartender is not”: Revealing Implicit Biases in QA with Implicit BBQ AACL 2025 The Elephant in the Room: Exploring the Role of Neutral Words in Language Model Group-Agnostic Debiasing ACL 2025 The Esethu Framework: Reimagining Sustainable Dataset Governance and Curation for Low-Resource Languages ACL 2025 The Face of Persuasion: Analyzing Bias and Generating Culture-Aware Ads EMNLP 2025 The Impact of Inference Acceleration on Bias of LLMs NAACL 2025 The Impossibility of Fair LLMs ACL 2025 The Invisible Hand: Unveiling Provider Bias in Large Language Models for Code Generation ACL 2025 The Lawyer That Never Thinks: Consistency and Fairness as Keys to Reliable AI ACL 2025 The Mainstays of Trustworthy Machine Learning AAAI 2025 The Male CEO and the Female Assistant: Evaluation and Mitigation of Gender Biases in Text-To-Image Generation of Dual Subjects ACL 2025 The Medium Is Not the Message: Deconfounding Document Embeddings via Linear Concept Erasure EMNLP 2025 The Reader is the Metric: How Textual Features and Reader Profiles Explain Conflicting Evaluations of AI Creative Writing ACL 2025 The Tug of War Within: Mitigating the Fairness-Privacy Conflicts in Large Language Models ACL 2025 The UNLP 2025 Shared Task on Detecting Social Media Manipulation ACL 2025