Fairness

Music for All: Representational Bias and Cross-Cultural Adaptability of Music Generation Models NAACL 2025 Name of Thrones: How Do LLMs Rank Student Names in Status Hierarchies Based on Race and Gender? ACL 2025 Native Design Bias: Studying the Impact of English Nativeness on Language Model Performance IJCNLP 2025 Navigating Dialectal Bias and Ethical Complexities in Levantine Arabic Hate Speech Detection COLING 2025 Navigating Towards Fairness with Data Selection AAAI 2025 NeuBM: Mitigating Model Bias in Graph Neural Networks Through Neutral Input Calibration IJCAI 2025 Neutral Is Not Unbiased: Evaluating Implicit and Intersectional Identity Bias in LLMs Through Structured Narrative Scenarios EMNLP 2025 NLP_goats@DravidianLangTech 2025: Towards Safer Social Media: Detecting Abusive Language Directed at Women in Dravidian Languages NAACL 2025 No for Some, Yes for Others: Persona Prompts and Other Sources of False Refusal in Language Models EMNLP 2025 No Free Lunch: Retrieval-Augmented Generation Undermines Fairness in LLMs, Even for Vigilant Users EMNLP 2025 NormAd: A Framework for Measuring the Cultural Adaptability of Large Language Models NAACL 2025 One Size Fits None: Rethinking Fairness in Medical AI ACL 2025 One world, one opinion? The superstar effect in LLM responses NAACL 2025 Only a Little to the Left: A Theory-grounded Measure of Political Bias in Large Language Models ACL 2025 On the Language and Gender Biases in PSTN, VoIP and Neural Audio Codecs Interspeech 2025 On the Risk of Evidence Pollution for Malicious Social Text Detection in the Era of LLMs ACL 2025 Open-Unfairness Adversarial Mitigation for Generalized Deepfake Detection ICCV 2025 Operationalising Rawlsian Ethics for Fairness in Norm Learning Agents AAAI 2025 PakBBQ: A Culturally Adapted Bias Benchmark for QA EMNLP 2025 PapersPlease: A Benchmark for Evaluating Motivational Values of Large Language Models Based on ERG Theory ACL 2025 Persona-judge: Personalized Alignment of Large Language Models via Token-level Self-judgment ACL 2025 Personalization up to a Point: Why Personalized Content Moderation Needs Boundaries, and How We Can Enforce Them EMNLP 2025 PerspectiveMod: A Perspectivist Resource for Deliberative Moderation EMNLP 2025 PFGuard: A Generative Framework with Privacy and Fairness Safeguards ICLR 2025 Plug-and-Play Interpretable Responsible Text-to-Image Generation via Dual-Space Multi-facet Concept Control CVPR 2025