Learning to Model and Ignore Dataset Bias with Mixed Capacity Ensembles

EMNLP, pp. 3031-3045, 2020.

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Other Links: arxiv.org|dblp.uni-trier.de|academic.microsoft.com

Abstract:

Many datasets have been shown to contain incidental correlations created by idiosyncrasies in the data collection process. For example, sentence entailment datasets can have spurious word-class correlations if nearly all contradiction sentences contain the word "not", and image recognition datasets can have tell-tale object-background c...More

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