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Fairness

3337 directly classified papers

Papers per year

Papers

Delving into Multilingual Ethical Bias: The MSQAD with Statistical Hypothesis Tests for Large Language Models ACL 2025
DECASTE: Unveiling Caste Stereotypes in Large Language Models Through Multi-Dimensional Bias Analysis IJCAI 2025
Call for Rigor in Reporting Quality of Instruction Tuning Data ACL 2025
A Diachronic Analysis of Human and Model Predictions on Audience Gender in How-to Guides ACL 2025
On the Mutual Influence of Gender and Occupation in LLM Representations ACL 2025
Towards Massive Multilingual Holistic Bias ACL 2025
MM-R3: On (In-)Consistency of Vision-Language Models (VLMs) ACL 2025
McBE: A Multi-task Chinese Bias Evaluation Benchmark for Large Language Models ACL 2025
BESSTIE: A Benchmark for Sentiment and Sarcasm Classification for Varieties of English ACL 2025
Research Borderlands: Analysing Writing Across Research Cultures ACL 2025
Culture is Not Trivia: Sociocultural Theory for Cultural NLP ACL 2025
Why Multi-Interest Fairness Matters: Hypergraph Contrastive Multi-Interest Learning for Fair Conversational Recommender System ACL 2025
Are We in the AI-Generated Text World Already? Quantifying and Monitoring AIGT on Social Media ACL 2025
Local Causal Discovery for Structural Evidence of Direct Discrimination AAAI 2025
Plug-and-Play Interpretable Responsible Text-to-Image Generation via Dual-Space Multi-facet Concept Control CVPR 2025
Blinded by Context: Unveiling the Halo Effect of MLLM in AI Hiring ACL 2025
Multilingual NLP for African Healthcare: Bias, Translation, and Explainability Challenges ACL 2025
Multilingual Text-to-Image Generation Magnifies Gender Stereotypes ACL 2025
Missing the Margins: A Systematic Literature Review on the Demographic Representativeness of LLMs ACL 2025
CalibraEval: Calibrating Prediction Distribution to Mitigate Selection Bias in LLMs-as-Judges ACL 2025
Do Language Models Mirror Human Confidence? Exploring Psychological Insights to Address Overconfidence in LLMs ACL 2025
Cultural Bias Matters: A Cross-Cultural Benchmark Dataset and Sentiment-Enriched Model for Understanding Multimodal Metaphors ACL 2025
Debiasing Online Preference Learning via Preference Feature Preservation ACL 2025
Dissecting and Mitigating Diffusion Bias via Mechanistic Interpretability CVPR 2025
Proportionally Fair Matching via Randomized Rounding AAAI 2025