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Fairness

1139 directly classified papers

Papers per year

Papers

Building Trust in Clinical LLMs: Bias Analysis and Dataset Transparency EMNLP 2025
Fooling the LVLM Judges: Visual Biases in LVLM-Based Evaluation EMNLP 2025
From Word to World: Evaluate and Mitigate Culture Bias in LLMs via Word Association Test EMNLP 2025
Common Sense Bias Modeling for Classification Tasks AAAI 2025
HESEIA: A community-based dataset for evaluating social biases in large language models, co-designed in real school settings in Latin America EMNLP 2025
Unsupervised Concept Vector Extraction for Bias Control in LLMs EMNLP 2025
Iterative Multilingual Spectral Attribute Erasure EMNLP 2025
Measuring and Mitigating Media Outlet Name Bias in Large Language Models EMNLP 2025
A Multilingual, Culture-First Approach to Addressing Misgendering in LLM Applications EMNLP 2025
Pluralistic Alignment for Healthcare: A Role-Driven Framework EMNLP 2025
EuroGEST: Investigating gender stereotypes in multilingual language models EMNLP 2025
Africa Health Check: Probing Cultural Bias in Medical LLMs EMNLP 2025
AccessEval: Benchmarking Disability Bias in Large Language Models EMNLP 2025
Spot the BlindSpots: Systematic Identification and Quantification of Fine-Grained LLM Biases in Contact Center Call Summarization EMNLP 2025
Simulating Identity, Propagating Bias: Abstraction and Stereotypes in LLM-Generated Text EMNLP 2025
Can LLMs Express Personality Across Cultures? Introducing CulturalPersonas for Evaluating Trait Alignment EMNLP 2025
Presumed Cultural Identity: How Names Shape LLM Responses EMNLP 2025
GENDER1PERSON: Test Suite for Estimating Gender Bias of First-person Singular Forms EMNLP 2025
Temporal Fair Division AAAI 2025
Music for All: Representational Bias and Cross-Cultural Adaptability of Music Generation Models NAACL 2025
What’s the most important value? INVP: INvestigating the Value Priorities of LLMs through Decision-making in Social Scenarios COLING 2025
PMPO: A Self-Optimizing Framework for Creating High-Fidelity Measurement Tools for Social Bias in Large Language Models IJCNLP 2025
Exploring and Mitigating Implicit Bias in Large Language Models: A Cross-Domain Evaluation Framework AAAI 2025
Richer Output for Richer Countries: Uncovering Geographical Disparities in Generated Stories and Travel Recommendations NAACL 2025
Large Language Models Discriminate Against Speakers of German Dialects EMNLP 2025