Fairness

Beyond Performance: Quantifying and Mitigating Label Bias in LLMs NAACL 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 Bias and Diversity in Synthetic-Based Face Recognition WACV 2024 Bias and Volatility: A Statistical Framework for Evaluating Large Language Model's Stereotypes and the Associated Generation Inconsistency NeurIPS 2024 BiasDora: Exploring Hidden Biased Associations in Vision-Language Models EMNLP 2024 BiasDPO: Mitigating Bias in Language Models through Direct Preference Optimization ACL 2024 Biases Mitigation and Expressiveness Preservation in Language Models: A Comprehensive Pipeline (Student Abstract) AAAI 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 Bias in Opinion Summarisation from Pre-training to Adaptation: A Case Study in Political Bias EACL 2024 Bias Runs Deep: Implicit Reasoning Biases in Persona-Assigned LLMs ICLR 2024 BiasWipe: Mitigating Unintended Bias in Text Classifiers through Model Interpretability EMNLP 2024 Blind Spots and Biases: Exploring the Role of Annotator Cognitive Biases in NLP NAACL 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 BSC-LANGTECH at FIGNEWS 2024 Shared Task: Exploring Semi-Automatic Bias Annotation using Frame Analysis ACL 2024 Building Bridges: A Dataset for Evaluating Gender-Fair Machine Translation into German ACL 2024 BUST: Benchmark for the evaluation of detectors of LLM-Generated Text NAACL 2024 Calibrating the Confidence of Large Language Models by Eliciting Fidelity EMNLP 2024 Can AI Relate: Testing Large Language Model Response for Mental Health Support EMNLP 2024 Can Language Models Guess Your Identity? Analyzing Demographic Biases in AI Essay Scoring NAACL 2024 Can Large Language Models (or Humans) Disentangle Text? NAACL 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