Mitigating social biases of pre-trained language models via contrastive self-debiasing with double data augmentation

Dissecting racial bias in an algorithm used to manage the health of populations

Ziad Obermeyer, Brian W. Powers, Christine Vogeli et al. · Science · 2019 · 6.1K citations · Full text

Public Health, Health Care Management, Health Informatics +17

Semantics derived automatically from language corpora contain human-like biases

Aylin Caliskan, Joanna J. Bryson, Arvind Narayanan · Science · 2017 · 2.8K citations · Full text

Computing, Computer Science, Psychology +15

Word embeddings quantify 100 years of gender and ethnic stereotypes

Nikhil Garg, Londa Schiebinger, Dan Jurafsky et al. · Proceedings of the National Academy of Sciences · 2018 · 1.1K citations · Full text

Social Sciences, Gender Studies, Social Psychology +17

Areas beneath the relative operating characteristics (ROC) and relative operating levels (ROL) curves: Statistical significance and interpretation

Simon J. Mason, Nicholas E. Graham · Quarterly Journal of the Royal Meteorological Society · 2002 · 896 citations

Natural Sciences, Biostatistics, Meteorology +11

TL;DR: Mining Reddit to Learn Automatic Summarization

Michael Völske, Martin Potthast, Shahbaz Syed et al. · 2017 · 93 citations · Full text

Computing, Computer Science, Machine Learning +14