17 citations · 47 across the 13 of their papers we have counts for
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cs.CL2022★ 4 cited
Are All Spurious Features in Natural Language Alike? An Analysis through a Causal Lens
Nitish Joshi, Xiang Pan, He He
The term `spurious correlations' has been used in NLP to informally denote any undesirable feature-label correlations. However, a correlation can be undesirable because (i) the fea…
cs.LG2022★ 6 cited
Nuisances via Negativa: Adjusting for Spurious Correlations via Data Augmentation
Aahlad Puli, Nitish Joshi, Yoav Wald +2
In prediction tasks, there exist features that are related to the label in the same way across different settings for that task; these are semantic features or semantics. Features…