Fairness

Attention Speaks Volumes: Localizing and Mitigating Bias in Language Models ACL 2025 Auditing and Enforcing Conditional Fairness via Optimal Transport AAAI 2025 AUTALIC: A Dataset for Anti-AUTistic Ableist Language In Context ACL 2025 Automatic Speech Recognition Biases in Newcastle English: an Error Analysis Interspeech 2025 BANMIME : Misogyny Detection with Metaphor Explanation on Bangla Memes EMNLP 2025 BanStereoSet: A Dataset to Measure Stereotypical Social Biases in LLMs for Bangla ACL 2025 BasqBBQ: A QA Benchmark for Assessing Social Biases in LLMs for Basque, a Low-Resource Language COLING 2025 Battling Misinformation: An Empirical Study on Adversarial Factuality in Open-Source Large Language Models NAACL 2025 Better Aligned with Survey Respondents or Training Data? Unveiling Political Leanings of LLMs on U.S. Supreme Court Cases ACL 2025 Beyond Demographics: Fine-tuning Large Language Models to Predict Individuals’ Subjective Text Perceptions ACL 2025 Beyond Hate Speech: NLP’s Challenges and Opportunities in Uncovering Dehumanizing Language EMNLP 2025 Beyond the Surface: Measuring Self-Preference in LLM Judgments EMNLP 2025 Beyond Words: Exploring Cultural Value Sensitivity in Multimodal Models NAACL 2025 Bias A-head? Analyzing Bias in Transformer-Based Language Model Attention Heads NAACL 2025 Bias Analysis and Mitigation through Protected Attribute Detection and Regard Classification EMNLP 2025 Bias Attribution in Filipino Language Models: Extending a Bias Interpretability Metric for Application on Agglutinative Languages ACL 2025 Bias Beware: The Impact of Cognitive Biases on LLM-Driven Product Recommendations EMNLP 2025 BiasEdit: Debiasing Stereotyped Language Models via Model Editing NAACL 2025 Biased LLMs can Influence Political Decision-Making ACL 2025 Biased Tales: Cultural and Topic Bias in Generating Children’s Stories EMNLP 2025 BiasFilter: An Inference-Time Debiasing Framework for Large Language Models EMNLP 2025 Bias in Danish Medical Notes: Infection Classification of Long Texts Using Transformer and LSTM Architectures Coupled with BERT NAACL 2025 Bias in Gender Bias Benchmarks: How Spurious Features Distort Evaluation ICCV 2025 Bias in Language Models: Beyond Trick Tests and Towards RUTEd Evaluation ACL 2025 Bias in the Mirror : Are LLMs opinions robust to their own adversarial attacks ACL 2025