The Rich Get Richer:
Disparate Impact of Semi-Supervised Learning

Preprocess file of the dataset used in implicit sub-populations:
(Demographic groups: race and gender)

The following code will pre-process the jigsaw dataset and return train/test dataset files including demographic groups information.


Download the jigsaw dataset: identity_individual_annotations.csv from



Implementation of SSL methods

Please follow the official implementations of MixMatch, MixText, and UDA.




GitHub - UCSC-REAL/Disparate-SSL at
Contribute to UCSC-REAL/Disparate-SSL development by creating an account on GitHub.