Paper

Paper1 : Semi-supervised Auto-encoder for Sentiment Analysis. ( Published in AAAI-2016 ) PDF 

Paper2 : KATE: K-competitive Auto-encoder for Text. ( Published in SIGKDD-2017 ) PDF Code

Paper3 : Variational Auto-encoder for Semi-supervised Text Classification. ( Published in AAAI-2017 ) PDF Code

Paper4 : Adversarial Training Methods for Semi-supervised Text Classification. ( Published in ICLR-2017 ) PDF Code

Datasets

Datasets in Paper1

IMDB dataset link, 

and reviews of 5 different products: books, DVDs, music, electronics, kitchenware link

Datasets in Paper2

20 Newsgroups link, 

Reuters RCV1-v2 dataset link ( also can be loaded with sklearn.datasets.fetch.rcv1 ), 

Wiki10+ dataset link

Movie review data (MRD) link

Datasets in Paper3

IMDB dataset link

AG's News corpus link

Datasets in Paper4

IMDB link

Elec link

Rotten Tomatoes link with unlabeled examples from Amazon Reviews dataset

DBpedia link

RCV1 link