113 citations · 342 across the 17 of their papers we have counts for
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cs.LG2020★ 12 cited
Robustness to Spurious Correlations in Text Classification via Automatically Generated Counterfactuals
Zhao Wang, Aron Culotta
Spurious correlations threaten the validity of statistical classifiers. While model accuracy may appear high when the test data is from the same distribution as the training data,…
cs.CL2020
Are Words Commensurate with Actions? Quantifying Commitment to a Cause from Online Public Messaging
Zhao Wang, Jennifer Cutler, Aron Culotta
Public entities such as companies and politicians increasingly use online social networks to communicate directly with their constituencies. Often, this public messaging is aimed a…
cs.LG2020★ 8 cited
Identifying Spurious Correlations for Robust Text Classification
Zhao Wang, Aron Culotta
The predictions of text classifiers are often driven by spurious correlations -- e.g., the term `Spielberg' correlates with positively reviewed movies, even though the term itself…