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Fairness

3337 directly classified papers

Papers per year

Papers

SAFARI: A Community-Engaged Approach and Dataset of Stereotype Resources in the Sub-Saharan African Context EACL 2026
Colorism in Multimodal AI: An Empirical Exploration of Socioeconomic Linguistic Bias in Text-to-Image Generation EACL 2026
SoS: Analysis of Surface over Semantics in Multilingual Text-To-Image Generation EACL 2026
From Emotion to Expression: Theoretical Foundations and Resources for Fear Speech EACL 2026
Compositional Attribute Imbalance in Vision Datasets AAAI 2026
‘Rich Dad, Poor Lad’: How do Large Language Models Contextualize Socioeconomic Factors in College Admission ? EMNLP 2025
Benchmarking Debiasing Methods for LLM-based Parameter Estimates EMNLP 2025
Debiasing Multilingual LLMs in Cross-lingual Latent Space EMNLP 2025
Mapping Toxic Comments Across Demographics: A Dataset from German Public Broadcasting EMNLP 2025
Evaluating and Aligning Human Economic Risk Preferences in LLMs EMNLP 2025
Who Holds the Pen? Caricature and Perspective in LLM Retellings of History EMNLP 2025
Blind Men and the Elephant: Diverse Perspectives on Gender Stereotypes in Benchmark Datasets EMNLP 2025
Positional Bias in Long-Document Ranking: Impact, Assessment, and Mitigation IJCNLP 2025
A Diagnostic Framework for Auditing Reference-Free Vision-Language Metrics IJCNLP 2025
Less Is More? Examining Fairness in Pruned Large Language Models for Summarising Opinions EMNLP 2025
Measuring Gender Bias in Language Models in Farsi ACL 2025
Bias Amplification: Large Language Models as Increasingly Biased Media IJCNLP 2025
Small Changes, Large Consequences: Analyzing the Allocational Fairness of LLMs in Hiring Contexts IJCNLP 2025
AI Sees Your Location—But With A Bias Toward The Wealthy World EMNLP 2025
Building Trust in Clinical LLMs: Bias Analysis and Dataset Transparency EMNLP 2025
Instance-Selection-Inspired Undersampling Strategies for Bias Reduction in Small and Large Language Models for Binary Text Classification ACL 2025
Tag-First: Mitigating Distributional Bias in Synthetic User Profiles through Controlled Attribute Generation ACL 2025
Global MMLU: Understanding and Addressing Cultural and Linguistic Biases in Multilingual Evaluation ACL 2025
White Men Lead, Black Women Help? Benchmarking and Mitigating Language Agency Social Biases in LLMs ACL 2025
Debiasing the Fine-Grained Classification Task in LLMs with Bias-Aware PEFT ACL 2025