Fairness

R-Fairness: Assessing Fairness of Ranking in Subjective Data ACL 2025 ‘Rich Dad, Poor Lad’: How do Large Language Models Contextualize Socioeconomic Factors in College Admission ? EMNLP 2025 Richer Output for Richer Countries: Uncovering Geographical Disparities in Generated Stories and Travel Recommendations NAACL 2025 Right Answer, Wrong Score: Uncovering the Inconsistencies of LLM Evaluation in Multiple-Choice Question Answering ACL 2025 RM-Bench: Benchmarking Reward Models of Language Models with Subtlety and Style ICLR 2025 Robust Logit Adjustment for Learning with Long-Tailed Noisy Data AAAI 2025 Robustness and Confounders in the Demographic Alignment of LLMs with Human Perceptions of Offensiveness ACL 2025 RobustX: Robust Counterfactual Explanations Made Easy IJCAI 2025 SACL: Understanding and Combating Textual Bias in Code Retrieval with Semantic-Augmented Reranking and Localization EMNLP 2025 SAGED: A Holistic Bias-Benchmarking Pipeline for Language Models with Customisable Fairness Calibration COLING 2025 SANER: Annotation-free Societal Attribute Neutralizer for Debiasing CLIP ICLR 2025 Scalable and Culturally Specific Stereotype Dataset Construction via Human-LLM Collaboration EMNLP 2025 Scalable and Trustworthy Learning in Heterogeneous Networks AAAI 2025 ScamNet: Toward Explainable Large Language Model-Based Fraudulent Shopping Website Detection AAAI 2025 SCCD: A Session-based Dataset for Chinese Cyberbullying Detection COLING 2025 SciHallu: A Multi-Granularity Hallucination Detection Dataset for Scientific Writing IJCNLP 2025 Searching for Unfairness in Algorithms’ Outputs: Novel Tests and Insights AAAI 2025 SEBRA : Debiasing through Self-Guided Bias Ranking ICLR 2025 Seeing Race, Feeling Bias: Emotion Stereotyping in Multimodal Language Models EMNLP 2025 Seeing Symbols, Missing Cultures: Probing Vision-Language Models’ Reasoning on Fire Imagery and Cultural Meaning EMNLP 2025 Self-Augmented Preference Alignment for Sycophancy Reduction in LLMs EMNLP 2025 Self-Pluralising Culture Alignment for Large Language Models NAACL 2025 Sensitivity Verification for Additive Decision Tree Ensembles ICLR 2025 Sequential Conditional Transport on Probabilistic Graphs for Interpretable Counterfactual Fairness AAAI 2025 Severing Spurious Correlations with Data Pruning ICLR 2025