Fairness

Fine-tuning LLMs with Cross-Attention-based Weight Decay for Bias Mitigation EMNLP 2025 FinNLP-FNP-LLMFinLegal-2025 Shared Task: Financial Misinformation Detection Challenge Task COLING 2025 FLEX: A Benchmark for Evaluating Robustness of Fairness in Large Language Models NAACL 2025 Fooling the LVLM Judges: Visual Biases in LVLM-Based Evaluation EMNLP 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 Measurement to Mitigation: Exploring the Transferability of Debiasing Approaches to Gender Bias in Maltese Language Models ACL 2025 From Surveys to Narratives: Rethinking Cultural Value Adaptation in LLMs EMNLP 2025 From Word to World: Evaluate and Mitigate Culture Bias in LLMs via Word Association Test EMNLP 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 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 GeNRe: A French Gender-Neutral Rewriting System Using Collective Nouns ACL 2025 GenWriter: Reducing Gender Cues in Biographies through Text Rewriting ACL 2025 GG-BBQ: German Gender Bias Benchmark for Question Answering ACL 2025 Global MMLU: Understanding and Addressing Cultural and Linguistic Biases in Multilingual Evaluation ACL 2025 Guardrails, not Guidance: Understanding Responses to LGBTQ+ Language in Large Language Models NAACL 2025