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Fairness

3337 directly classified papers

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Papers

BendVLM: Test-Time Debiasing of Vision-Language Embeddings NIPS 2024
Should We Really Edit Language Models? On the Evaluation of Edited Language Models NIPS 2024
Unlabeled Debiasing in Downstream Tasks via Class-wise Low Variance Regularization EMNLP 2024
The Factuality Tax of Diversity-Intervened Text-to-Image Generation: Benchmark and Fact-Augmented Intervention EMNLP 2024
Fair Soft Clustering AISTATS 2024
Theoretical and Empirical Insights into the Origins of Degree Bias in Graph Neural Networks NIPS 2024
Do Large Language Models Understand Mansplaining? Well, Actually... COLING 2024
Evaluating Large Language Model Biases in Persona-Steered Generation ACL 2024
“Flex Tape Can’t Fix That”: Bias and Misinformation in Edited Language Models EMNLP 2024
Humans or LLMs as the Judge? A Study on Judgement Bias EMNLP 2024
Strategic Demonstration Selection for Improved Fairness in LLM In-Context Learning EMNLP 2024
“You Gotta be a Doctor, Lin” : An Investigation of Name-Based Bias of Large Language Models in Employment Recommendations EMNLP 2024
Aligning Large Language Models with Diverse Political Viewpoints EMNLP 2024
ToxiCloakCN: Evaluating Robustness of Offensive Language Detection in Chinese with Cloaking Perturbations EMNLP 2024
STOP! Benchmarking Large Language Models with Sensitivity Testing on Offensive Progressions EMNLP 2024
MiTTenS: A Dataset for Evaluating Gender Mistranslation EMNLP 2024
Fairness in Submodular Maximization over a Matroid Constraint AISTATS 2024
SHIELD: Evaluation and Defense Strategies for Copyright Compliance in LLM Text Generation EMNLP 2024
Fairer Preferences Elicit Improved Human-Aligned Large Language Model Judgments EMNLP 2024
On the Influence of Gender and Race in Romantic Relationship Prediction from Large Language Models EMNLP 2024
Studying and Mitigating Biases in Sign Language Understanding Models EMNLP 2024
Improving Subgroup Robustness via Data Selection NIPS 2024
Systematic Biases in LLM Simulations of Debates EMNLP 2024
“Thinking” Fair and Slow: On the Efficacy of Structured Prompts for Debiasing Language Models EMNLP 2024
DOSA: A Dataset of Social Artifacts from Different Indian Geographical Subcultures COLING 2024