Fairness

FROC: Building Fair ROC from a Trained Classifier AAAI 2025 From Anger to Joy: How Nationality Personas Shape Emotion Attribution in Large Language Models IJCNLP 2025 From Charts to Fair Narratives: Uncovering and Mitigating Geo-Economic Biases in Chart-to-Text EMNLP 2025 From civility to parity: Marxist-feminist ethics for context-aware algorithmic content moderation ACL 2025 From Disagreement to Understanding: The Case for Ambiguity Detection in NLI EMNLP 2025 From End-Users to Co-Designers: Lessons from Teachers ACL 2025 From Lists to Emojis: How Format Bias Affects Model Alignment ACL 2025 From Measurement to Mitigation: Exploring the Transferability of Debiasing Approaches to Gender Bias in Maltese Language Models ACL 2025 From Prejudice to Parity: A New Approach to Debiasing Large Language Model Word Embeddings COLING 2025 From Visual Explanations to Counterfactual Explanations with Latent Diffusion WACV 2025 From Word to World: Evaluate and Mitigate Culture Bias in LLMs via Word Association Test EMNLP 2025 Fundamental Limits of Perfect Concept Erasure AISTATS 2025 GAMBIT+: A Challenge Set for Evaluating Gender Bias in Machine Translation Quality Estimation Metrics EMNLP 2025 GBEM-UA: Gender Bias Evaluation and Mitigation for Ukrainian Large Language Models ACL 2025 GENDER1PERSON: Test Suite for Estimating Gender Bias of First-person Singular Forms EMNLP 2025 GenderAlign: An Alignment Dataset for Mitigating Gender Bias in Large Language Models ACL 2025 Gender Bias in Instruction-Guided Speech Synthesis Models NAACL 2025 Gender Bias in Large Language Models across Multiple Languages: A Case Study of ChatGPT NAACL 2025 Gender Bias in Nepali-English Machine Translation: A Comparison of LLMs and Existing MT Systems ACL 2025 Gender Encoding Patterns in Pretrained Language Model Representations NAACL 2025 Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models ACL 2025 Gender-Neutral Large Language Models for Medical Applications: Reducing Bias in PubMed Abstracts ACL 2025 GENDEROUS: Machine Translation and Cross-Linguistic Evaluation of a Gender-Ambiguous Dataset ACL 2025 Gender Representation Bias Analysis in LLM-Generated Czech and Slovenian Texts ACL 2025 Gender Swapping as a Data Augmentation Technique: Developing Gender-Balanced Datasets for Ukrainian Language Processing ACL 2025