Amazon Reviews

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Model identifying erroneous labels in popular datasets
Amazon Reviews

Labeling Errors Everywhere: Many deep learning datasets contain mislabeled data.

Key machine learning datasets are riddled with mistakes. Several benchmark datasets are shot through with incorrect labels. On average, 3.4 percent of examples in 10 commonly used datasets are mislabeled and the detrimental impact of such errors rises with model size.

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