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Fairness

796 directly classified papers

Papers per year

Papers

LLM-based Adversarial Dataset Augmentation for Automatic Media Bias Detection NAACL 2025
Guardrails, not Guidance: Understanding Responses to LGBTQ+ Language in Large Language Models NAACL 2025
Dehumanization of LGBTQ+ Groups in Sexual Interactions with ChatGPT NAACL 2025
Disentangling Biased Representations: A Causal Intervention Framework for Fairer NLP Models ACL 2025
fairGNN-WOD: Fair Graph Learning Without Complete Demographics IJCAI 2025
FLEX: A Benchmark for Evaluating Robustness of Fairness in Large Language Models NAACL 2025
Exploring and Mitigating Implicit Bias in Large Language Models: A Cross-Domain Evaluation Framework AAAI 2025
Efficient Counterexample-Guided Fairness Verification and Repair of Neural Networks Using Satisfiability Modulo Convex Programming IJCAI 2025
A Multi-Agent Framework for Mitigating Dialect Biases in Privacy Policy Question-Answering Systems ACL 2025
Fair Text Classification via Transferable Representations JMLR 2025
EtiCor++: Towards Understanding Etiquettical Bias in LLMs ACL 2025
Multilingual NLP for African Healthcare: Bias, Translation, and Explainability Challenges ACL 2025
Fairer Analysis and Demographically Balanced Face Generation for Fairer Face Verification WACV 2025
Re-Evaluating Group Robustness via Adaptive Class-Specific Scaling WACV 2025
Fair Domain Generalization with Heterogeneous Sensitive Attributes Across Domains WACV 2025
How Can We Diagnose and Treat Bias in Large Language Models for Clinical Decision-Making? NAACL 2025
Towards Fairness with Limited Demographics via Disentangled Learning IJCAI 2025
Perspectives in Play: A Multi-Perspective Approach for More Inclusive NLP Systems IJCAI 2025
Filipino Benchmarks for Measuring Sexist and Homophobic Bias in Multilingual Language Models from Southeast Asia COLING 2025
Social Bias in Large Language Models For Bangla: An Empirical Study on Gender and Religious Bias COLING 2025
Navigating Dialectal Bias and Ethical Complexities in Levantine Arabic Hate Speech Detection COLING 2025
Gender Bias in Instruction-Guided Speech Synthesis Models NAACL 2025
Bias in Gender Bias Benchmarks: How Spurious Features Distort Evaluation ICCV 2025
Exploring Gender Bias in Large Language Models: An In-depth Dive into the German Language ACL 2025
Metric-Agnostic Continual Learning for Sustainable Group Fairness AAAI 2025