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Fairness

1139 directly classified papers

Papers per year

Papers

SemEval-2024 Task 8: Multidomain, Multimodel and Multilingual Machine-Generated Text Detection SEMEVAL 2024

Reasons to Reject? Aligning Language Models with Judgments ACL 2024

Enhancing Intrinsic Features for Debiasing via Investigating Class-Discerning Common Attributes in Bias-Contrastive Pair CVPR 2024

More than Minorities and Majorities: Understanding Multilateral Bias in Language Generation ACL 2024

Self-supervised Debiasing Using Low Rank Regularization CVPR 2024

Label-Efficient Group Robustness via Out-of-Distribution Concept Curation CVPR 2024

Debiasing Large Language Models with Structured Knowledge ACL 2024

Discovering and Mitigating Visual Biases through Keyword Explanation CVPR 2024

SocialCounterfactuals: Probing and Mitigating Intersectional Social Biases in Vision-Language Models with Counterfactual Examples CVPR 2024

Disentangling Dialect from Social Bias via Multitask Learning to Improve Fairness ACL 2024

KorNAT: LLM Alignment Benchmark for Korean Social Values and Common Knowledge ACL 2024

Not All Countries Celebrate Thanksgiving: On the Cultural Dominance in Large Language Models ACL 2024

Different Tastes of Entities: Investigating Human Label Variation in Named Entity Annotations EACL 2024

Identifying and Mitigating Annotation Bias in Natural Language Understanding using Causal Mediation Analysis ACL 2024

LLMs as Narcissistic Evaluators: When Ego Inflates Evaluation Scores ACL 2024

Pro-Woman, Anti-Man? Identifying Gender Bias in Stance Detection ACL 2024

Likelihood-based Mitigation of Evaluation Bias in Large Language Models ACL 2024

Perceptions of Language Technology Failures from South Asian English Speakers ACL 2024

Big City Bias: Evaluating the Impact of Metropolitan Size on Computational Job Market Abilities of Language Models EACL 2024

An Empirical Study on the Characteristics of Bias upon Context Length Variation for Bangla ACL 2024

Investigating Cultural Alignment of Large Language Models ACL 2024

BiasDPO: Mitigating Bias in Language Models through Direct Preference Optimization ACL 2024

Subtle Biases Need Subtler Measures: Dual Metrics for Evaluating Representative and Affinity Bias in Large Language Models ACL 2024

Benchmarking Cognitive Biases in Large Language Models as Evaluators ACL 2024

Towards Understanding Task-agnostic Debiasing Through the Lenses of Intrinsic Bias and Forgetfulness ACL 2024