Fairness

Beyond Aesthetics: Cultural Competence in Text-to-Image Models NeurIPS 2024 Beyond the Surface: Spurious Cues in Automatic Media Bias Detection EACL 2024 BiasAlert: A Plug-and-play Tool for Social Bias Detection in LLMs EMNLP 2024 BiasDora: Exploring Hidden Biased Associations in Vision-Language Models EMNLP 2024 BiasDPO: Mitigating Bias in Language Models through Direct Preference Optimization ACL 2024 Bias in Motion: Theoretical Insights into the Dynamics of Bias in SGD Training NeurIPS 2024 Bias in News Summarization: Measures, Pitfalls and Corpora ACL 2024 BiasWipe: Mitigating Unintended Bias in Text Classifiers through Model Interpretability EMNLP 2024 Big City Bias: Evaluating the Impact of Metropolitan Size on Computational Job Market Abilities of Language Models EACL 2024 Born Differently Makes a Difference: Counterfactual Study of Bias in Biography Generation from a Data-to-Text Perspective ACL 2024 Bridging Multicalibration and Out-of-distribution Generalization Beyond Covariate Shift NeurIPS 2024 Building Bridges: A Dataset for Evaluating Gender-Fair Machine Translation into German ACL 2024 Can Abstract Meaning Representation Facilitate Fair Legal Judgement Predictions? NAACL 2024 Can LLMs Recognize Toxicity? A Structured Investigation Framework and Toxicity Metric EMNLP 2024 Can LLMs Replace Clinical Doctors? Exploring Bias in Disease Diagnosis by Large Language Models EMNLP 2024 Can Machine Unlearning Reduce Social Bias in Language Models? EMNLP 2024 Causal Adversarial Perturbations for Individual Fairness and Robustness in Heterogeneous Data Spaces AAAI 2024 CAVA: A Tool for Cultural Alignment Visualization & Analysis EMNLP 2024 Characterizing Stereotypical Bias from Privacy-preserving Pre-Training ACL 2024 Chasing Fairness in Graphs: A GNN Architecture Perspective AAAI 2024 ChatGPT Based Data Augmentation for Improved Parameter-Efficient Debiasing of LLMs EACL 2024 ChatGPT Doesn’t Trust Chargers Fans: Guardrail Sensitivity in Context EMNLP 2024 Classist Tools: Social Class Correlates with Performance in NLP ACL 2024 Cognitive Bias in Decision-Making with LLMs EMNLP 2024 Counterfacual Fairness for Graph Neural Networks with Limited and Privacy Protected Sensitive Attributes ACML 2024