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Fairness

796 directly classified papers

Papers per year

Papers

Intrinsic Bias is Predicted by Pretraining Data and Correlates with Downstream Performance in Vision-Language Encoders NAACL 2025
LLMs are Biased Teachers: Evaluating LLM Bias in Personalized Education NAACL 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
Causally Testing Gender Bias in LLMs: A Case Study on Occupational Bias NAACL 2025
Gender Bias in Instruction-Guided Speech Synthesis Models NAACL 2025
Fair Text Classification via Transferable Representations JMLR 2025
Re-Evaluating Group Robustness via Adaptive Class-Specific Scaling WACV 2025
Filipino Benchmarks for Measuring Sexist and Homophobic Bias in Multilingual Language Models from Southeast Asia COLING 2025
Navigating Dialectal Bias and Ethical Complexities in Levantine Arabic Hate Speech Detection COLING 2025
FLEX: A Benchmark for Evaluating Robustness of Fairness in Large Language Models NAACL 2025
Fine-Grained Erasure in Text-to-Image Diffusion-based Foundation Models CVPR 2025
Adapting Psycholinguistic Research for LLMs: Gender-inclusive Language in a Coreference Context ACL 2025
One Size Fits None: Rethinking Fairness in Medical AI ACL 2025
Leveraging Large Language Models to Measure Gender Representation Bias in Gendered Language Corpora ACL 2025
Examining the Cultural Encoding of Gender Bias in LLMs for Low-Resourced African Languages ACL 2025
Towards Fairness Assessment of Dutch Hate Speech Detection ACL 2025
Fairer Analysis and Demographically Balanced Face Generation for Fairer Face Verification WACV 2025
Disentangling Biased Representations: A Causal Intervention Framework for Fairer NLP Models ACL 2025
Human-Centered Disability Bias Detection in Large Language Models IJCNLP 2025
Multilingual NLP for African Healthcare: Bias, Translation, and Explainability Challenges ACL 2025
Social Bias in Large Language Models For Bangla: An Empirical Study on Gender and Religious Bias COLING 2025
Rethinking Training for De-biasing Text-to-Image Generation: Unlocking the Potential of Stable Diffusion CVPR 2025
Exploring Gender Bias in Large Language Models: An In-depth Dive into the German Language ACL 2025
“Women do not have heart attacks!” Gender Biases in Automatically Generated Clinical Cases in French NAACL 2025