Fairness

Predictive Biases in Natural Language Processing Models: A Conceptual Framework and Overview ACL 2020 Robustness and Reliability of Gender Bias Assessment in Word Embeddings: The Role of Base Pairs AACL 2020 Sample Complexity of Uniform Convergence for Multicalibration NeurIPS 2020 Social Biases in NLP Models as Barriers for Persons with Disabilities ACL 2020 Toward Gender-Inclusive Coreference Resolution ACL 2020 Towards Controllable Biases in Language Generation EMNLP 2020 Towards Debiasing NLU Models from Unknown Biases EMNLP 2020 Towards Debiasing Sentence Representations ACL 2020 Towards Fairness in Visual Recognition: Effective Strategies for Bias Mitigation CVPR 2020 Towards Robustifying NLI Models Against Lexical Dataset Biases ACL 2020 Towards Socially Responsible AI: Cognitive Bias-Aware Multi-Objective Learning AAAI 2020 Towards Threshold Invariant Fair Classification UAI 2020 Towards Understanding Gender Bias in Relation Extraction ACL 2020 Trade the System Efficiency for the Income Equality of Drivers in Rideshare IJCAI 2020 Training individually fair ML models with sensitive subspace robustness ICLR 2020 Type B Reflexivization as an Unambiguous Testbed for Multilingual Multi-Task Gender Bias EMNLP 2020 Understanding Racial Disparities in Automatic Speech Recognition: The Case of Habitual “be” Interspeech 2020 UNQOVERing Stereotyping Biases via Underspecified Questions EMNLP 2020 Unsupervised Discovery of Implicit Gender Bias EMNLP 2020 Verifying Individual Fairness in Machine Learning Models UAI 2020 Viable Threat on News Reading: Generating Biased News Using Natural Language Models EMNLP 2020 What Was Written vs. Who Read It: News Media Profiling Using Text Analysis and Social Media Context ACL 2020 When do Word Embeddings Accurately Reflect Surveys on our Beliefs About People? ACL 2020 Would you Rather? A New Benchmark for Learning Machine Alignment with Cultural Values and Social Preferences ACL 2020 “You Sound Just Like Your Father” Commercial Machine Translation Systems Include Stylistic Biases ACL 2020