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We currently validate against a dataset from UCI that includes Amazon, Yelp, and IMDB. This is great but it would be nice to have less formal texts (particularly those that include emoji) included in validation. Various NLP areas are well explored using Twitter as a corpus so I don't think this should be too difficult to track down, but will require some research.