Fairness

Unmasking Style Sensitivity: A Causal Analysis of Bias Evaluation Instability in Large Language Models ACL 2025 Unsupervised Concept Vector Extraction for Bias Control in LLMs EMNLP 2025 Value Portrait: Assessing Language Models’ Values through Psychometrically and Ecologically Valid Items ACL 2025 VisBias: Measuring Explicit and Implicit Social Biases in Vision Language Models EMNLP 2025 VLind-Bench: Measuring Language Priors in Large Vision-Language Models NAACL 2025 VoiceBBQ: Investigating Effect of Content and Acoustics in Social Bias of Spoken Language Model EMNLP 2025 Wait, that’s not an option: LLMs Robustness with Incorrect Multiple-Choice Options ACL 2025 Wanted: Personalised Bias Warnings for Gender Bias in Language Models ACL 2025 Watching the Watchers: Exposing Gender Disparities in Machine Translation Quality Estimation ACL 2025 WavShape: Information-Theoretic Speech Representation Learning for Fair and Privacy-Aware Audio Processing Interspeech 2025 We Politely Insist: Your LLM Must Learn the Persian Art of Taarof EMNLP 2025 What Counts Underlying LLMs’ Moral Dilemma Judgments? ACL 2025 What is Behind Homelessness Bias? Using LLMs and NLP to Mitigate Homelessness by Acting on Social Stigma IJCAI 2025 What is Beneath Misogyny: Misogynous Memes Classification and Explanation IJCAI 2025 What’s Not Said Still Hurts: A Description-Based Evaluation Framework for Measuring Social Bias in LLMs EMNLP 2025 What’s the most important value? INVP: INvestigating the Value Priorities of LLMs through Decision-making in Social Scenarios COLING 2025 When Detection Fails: The Power of Fine-Tuned Models to Generate Human-Like Social Media Text ACL 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 Which Demographics do LLMs Default to During Annotation? ACL 2025 White Men Lead, Black Women Help? Benchmarking and Mitigating Language Agency Social Biases in LLMs ACL 2025 Who Gets the Mic? Investigating Gender Bias in the Speaker Assignment of a Speech-LLM Interspeech 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