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Fairness

3337 directly classified papers

Papers per year

Papers

Small Changes, Large Consequences: Analyzing the Allocational Fairness of LLMs in Hiring Contexts IJCNLP 2025
ARGENT: Automatic Reference-free Evaluation for Open-Ended Text Generation without Source Inputs ACL 2025
Calibrated Inference: Statistical Inference that Accounts for Both Sampling Uncertainty and Distributional Uncertainty JMLR 2025
Hydrangea@DravidianLanTech2025: Abusive language Identification from Tamil and Malayalam Text using Transformer Models NAACL 2025
Bias Detection in Media: Traditional Models vs. Transformers in Analyzing Social Media Coverage of the Israeli-Gaza Conflict COLING 2025
Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models ACL 2025
Richer Output for Richer Countries: Uncovering Geographical Disparities in Generated Stories and Travel Recommendations NAACL 2025
A Diachronic Analysis of Human and Model Predictions on Audience Gender in How-to Guides ACL 2025
FLEX: A Benchmark for Evaluating Robustness of Fairness in Large Language Models NAACL 2025
Reverse Distribution Based Video Moment Retrieval for Effective Bias Elimination AAAI 2025
Are We in the AI-Generated Text World Already? Quantifying and Monitoring AIGT on Social Media ACL 2025
Taxonomizing Representational Harms using Speech Act Theory ACL 2025
Common Sense Bias Modeling for Classification Tasks AAAI 2025
Multilingual Text-to-Image Generation Magnifies Gender Stereotypes ACL 2025
Constructing Fair Latent Space for Intersection of Fairness and Explainability AAAI 2025
Cultural Bias Matters: A Cross-Cultural Benchmark Dataset and Sentiment-Enriched Model for Understanding Multimodal Metaphors ACL 2025
Towards Region-aware Bias Evaluation Metrics NAACL 2025
Hyderabadi Pearls at Multilingual Counterspeech Generation : HALT : Hate Speech Alleviation using Large Language Models and Transformers COLING 2025
Masculine Defaults via Gendered Discourse in Podcasts and Large Language Models ACL 2025
GBEM-UA: Gender Bias Evaluation and Mitigation for Ukrainian Large Language Models ACL 2025
FairGP: A Scalable and Fair Graph Transformer Using Graph Partitioning AAAI 2025
Fair Summarization: Bridging Quality and Diversity in Extractive Summaries NAACL 2025
Decoding Fatphobia: Examining Anti-Fat and Pro-Thin Bias in AI-Generated Images NAACL 2025
Who’s the (Multi-)Fairest of Them All: Rethinking Interpolation-Based Data Augmentation Through the Lens of Multicalibration AAAI 2025
Benchmarking Distributional Alignment of Large Language Models NAACL 2025