Fairness

BESSTIE: A Benchmark for Sentiment and Sarcasm Classification for Varieties of English ACL 2025 Better Aligned with Survey Respondents or Training Data? Unveiling Political Leanings of LLMs on U.S. Supreme Court Cases ACL 2025 Beyond Content: How Grammatical Gender Shapes Visual Representation in Text-to-Image Models EMNLP 2025 Beyond correlation: The impact of human uncertainty in measuring the effectiveness of automatic evaluation and LLM-as-a-judge ICLR 2025 Beyond Demographics: Fine-tuning Large Language Models to Predict Individuals’ Subjective Text Perceptions ACL 2025 Beyond the Rubric: Cultural Misalignment in LLM Benchmarks for Sexual and Reproductive Health AACL 2025 Beyond the Safety Bundle: Auditing the Helpful and Harmless Dataset NAACL 2025 Bias Amplification: Large Language Models as Increasingly Biased Media IJCNLP 2025 Bias Analysis and Mitigation through Protected Attribute Detection and Regard Classification EMNLP 2025 Bias Detection in Media: Traditional Models vs. Transformers in Analyzing Social Media Coverage of the Israeli-Gaza Conflict COLING 2025 Biased Tales: Cultural and Topic Bias in Generating Children’s Stories EMNLP 2025 Biases in Large Language Model-Elicited Text: A Case Study in Natural Language Inference COLING 2025 Biases Propagate in Encoder-based Vision-Language Models: A Systematic Analysis From Intrinsic Measures to Zero-shot Retrieval Outcomes ACL 2025 BiasFilter: An Inference-Time Debiasing Framework for Large Language Models EMNLP 2025 BiasGuard: A Reasoning-Enhanced Bias Detection Tool for Large Language Models ACL 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 Mitigation or Cultural Commonsense? Evaluating LLMs with a Japanese Dataset EMNLP 2025 Bias Unveiled: Investigating Social Bias in LLM-Generated Code AAAI 2025 Bias Vector: Mitigating Biases in Language Models with Task Arithmetic Approach COLING 2025 Bidirectional Human–AI Collaboration for Equitable Student Performance Prediction via Deep Uncertainty Learning IJCAI 2025 Blinded by Context: Unveiling the Halo Effect of MLLM in AI Hiring ACL 2025 Blind Men and the Elephant: Diverse Perspectives on Gender Stereotypes in Benchmark Datasets EMNLP 2025 Boosting Test Performance with Importance Sampling--a Subpopulation Perspective AAAI 2025