Fairness

VITAL: A New Dataset for Benchmarking Pluralistic Alignment in Healthcare ACL 2025 VLSBench: Unveiling Visual Leakage in Multimodal Safety ACL 2025 VoiceBBQ: Investigating Effect of Content and Acoustics in Social Bias of Spoken Language Model EMNLP 2025 Voices of Her: Analyzing Gender Differences in the AI Publication World ACL 2025 Watching the AI Watchdogs: A Fairness and Robustness Analysis of AI Safety Moderation Classifiers NAACL 2025 Watching the Watchers: Exposing Gender Disparities in Machine Translation Quality Estimation ACL 2025 We Are AI: Taking Control of Technology AAAI 2025 Web(er) of Hate: A Survey on How Hate Speech Is Typed ACL 2025 WEFE: A Python Library for Measuring and Mitigating Bias in Word Embeddings JMLR 2025 We Politely Insist: Your LLM Must Learn the Persian Art of Taarof EMNLP 2025 What is in a name? Mitigating Name Bias in Text Embedding Similarity via Anonymization ACL 2025 What’s Not Said Still Hurts: A Description-Based Evaluation Framework for Measuring Social Bias in LLMs EMNLP 2025 What the #?*!: Disentangling Hate Across Target Identities NAACL 2025 What You Read Isn’t What You Hear: Linguistic Sensitivity in Deepfake Speech Detection EMNLP 2025 When Neutral Summaries Are Not That Neutral: Quantifying Political Neutrality in LLM-Generated News Summaries (Student Abstract) AAAI 2025 When Personalization Meets Reality: A Multi-Faceted Analysis of Personalized Preference Learning EMNLP 2025 WHEN TOM EATS KIMCHI: Evaluating Cultural Awareness of Multimodal Large Language Models in Cultural Mixture Contexts NAACL 2025 Where Fact Ends and Fairness Begins: Redefining AI Bias Evaluation through Cognitive Biases EMNLP 2025 Where Should I Study? Biased Language Models Decide! Evaluating Fairness in LMs for Academic Recommendations IJCNLP 2025 White Men Lead, Black Women Help? Benchmarking and Mitigating Language Agency Social Biases in LLMs ACL 2025 Who Holds the Pen? Caricature and Perspective in LLM Retellings of History EMNLP 2025 Who is in the Spotlight: The Hidden Bias Undermining Multimodal Retrieval-Augmented Generation EMNLP 2025 Who’s the (Multi-)Fairest of Them All: Rethinking Interpolation-Based Data Augmentation Through the Lens of Multicalibration AAAI 2025 Who Writes What: Unveiling the Impact of Author Roles on AI-generated Text Detection ACL 2025 Why AI Is WEIRD and Shouldn't Be This Way: Towards AI for Everyone, with Everyone, by Everyone AAAI 2025