Create README.md

README.md

@@ -0,0 +1,15 @@
+This is a RoBERTa-large classifier trained on the CoLA corpus [Warstadt et al., 2019](https://www.mitpressjournals.org/doi/pdf/10.1162/tacl_a_00290), 
+which contains sentences paired with grammatical acceptability judgments. The model can be used to evaluate fluency of machine-generated English sentences, e.g. for evaluation of text style transfer.
+
+The model was trained in the paper [Krishna et al, 2020. Reformulating Unsupervised Style Transfer as Paraphrase Generation](https://arxiv.org/abs/2010.05700), and its original version is available at [their project page](http://style.cs.umass.edu). We converted this model from Fairseq to Transformers format. All credit goes to the authors of the original paper. 
+
+## Citation
+If you found this model useful, please cite the original work:
+```
+@inproceedings{style20,
+author={Kalpesh Krishna and John Wieting and Mohit Iyyer},
+Booktitle = {Empirical Methods in Natural Language Processing},
+Year = "2020",
+Title={Reformulating Unsupervised Style Transfer as Paraphrase Generation},
+}
+```