SlowGuess/ACL_2020_OCR huggingface dataset:
Stephen Merity, Nitish Shirish Keskar, and Richard Socher. 2017. Regularizing and optimizing LSTM language models. arXiv preprint arXiv:1708.02182.
Tong Niu and Mohit Bansal. 2018. Polite dialogue generation without parallel data. Transactions of the Association for Computational Linguistics, 6:373-389.
Kishore Papineni, Salim Roukos, Todd Ward, and Wei-Jing Zhu. 2002. Bleu: a method for automatic evaluation of machine translation. In Proceedings of the 40th annual meeting on association for computational linguistics, pages 311-318. Association for Computational Linguistics.
Kelly Peterson, Matt Hohensee, and Fei Xia. 2011. Email formality in the workplace: A case study on the Enron corpus. In Proceedings of the Workshop on Language in Social Media (LSM 2011), pages 86-95, Portland, Oregon. Association for Computational Linguistics.
Vinodkumar Prabhakaran, Emily E. Reid, and Owen Rambow. 2014. Gender and power: How gender and gender environment affect manifestations of power. In Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP), pages 1965-1976, Doha, Qatar. Association for Computational Linguistics.
Shrimai Prabhumoye, Yulia Tsvetkov, Ruslan Salakhutdinov, and Alan W Black. 2018. Style transfer through back-translation. In Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), pages 866-876, Melbourne, Australia. Association for Computational Linguistics.
Sudha Rao and Joel Tetreault. 2018. Dear sir or madam, may i introduce the gyafc dataset: Corpus, benchmarks and metrics for formality style transfer. In Proceedings of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 1 (Long Papers), pages 129-140.
Sravana Reddy and Kevin Knight. 2016. Obfuscating gender in social media writing. In Proceedings of the First Workshop on NLP and Computational Social Science, pages 17-26.
Rico Sennrich, Barry Haddow, and Alexandra Birch. 2015. Neural machine translation of rare words with subword units. arXiv preprint arXiv:1508.07909.
Tianxiao Shen, Tao Lei, Regina Barzilay, and Tommi Jaakkola. 2017. Style transfer from non-parallel text by cross-alignment. In Advances in neural information processing systems, pages 6830-6841.
Jitesh Shetty and Jafar Adibi. 2004. The enron email dataset database schema and brief statistical report. Information sciences institute technical report, University of Southern California, 4(1):120-128.
Nitish Srivastava, Geoffrey Hinton, Alex Krizhevsky, Ilya Sutskever, and Ruslan Salakhutdinov. 2014. Dropout: a simple way to prevent neural networks from overfitting. The journal of machine learning research, 15(1):1929-1958.
Akhilesh Sudhakar, Bhargav Upadhyay, and Arjun Maheswaran. 2019. "transforming" delete, retrieve, generate approach for controlled text style transfer. In Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP), pages 3267-3277, Hong Kong, China. Association for Computational Linguistics.
Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N Gomez, Lukasz Kaiser, and Illia Polosukhin. 2017. Attention is all you need. In Advances in neural information processing systems, pages 5998-6008.
Rob Voigt, David Jurgens, Vinodkumar Prabhakaran, Dan Jurafsky, and Yulia Tsvetkov. 2018. RtGender: A corpus for studying differential responses to gender. In Proceedings of the Eleventh International Conference on Language Resources and Evaluation (LREC 2018), Miyazaki, Japan. European Language Resources Association (ELRA).
Xing Wu, Tao Zhang, Liangjun Zang, Jizhong Han, and Songlin Hu. 2019. Mask and infill: Applying masked language model for sentiment transfer. In Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence, IJCAI-19, pages 5271-5277. International Joint Conferences on Artificial Intelligence Organization.
Ruochen Xu, Tao Ge, and Furu Wei. 2019. Formality style transfer with hybrid textual annotations. arXiv preprint arXiv:1903.06353.
Wei Xu, Alan Ritter, Bill Dolan, Ralph Grishman, and Colin Cherry. 2012. Paraphrasing for style. In Proceedings of COLING 2012, pages 2899-2914, Mumbai, India. The COLING 2012 Organizing Committee.
Zichao Yang, Zhiting Hu, Chris Dyer, Eric P Xing, and Taylor Berg-Kirkpatrick. 2018. Unsupervised text style transfer using language models as discriminators. In Advances in Neural Information Processing Systems, pages 7287-7298.
Jen-Yuan Yeh and Aaron Harnly. 2006. Email thread reassembly using similarity matching. In Conference on Email and Anti-Spam. Conference on Email and Anti-Spam.
Saizheng Zhang, Emily Dinan, Jack Urbanek, Arthur Szlam, Douwe Kiela, and Jason Weston. 2018. Personalizing dialogue agents: I have a dog, do you have pets too? In Proceedings of the 56th Annual Meeting of the Association for Computational
Non-polite Input	DRG	Our Model
jon - - please use this resignation letter in lieu of the one sent on friday.	- i think this would be a good idea if you could not be a statement that harry 's signed in one of the schedule.	jon - sorry - please use this resignation letter in lieu of the one event sent on
if you have a few minutes today, give me a call	i'll call today to discuss this.	if you have a few minutes today, please give me a call at
anyway you can let me know.	anyway, i'm sure i'm sure.	anyway please let me know as soon as possible
yes, go ahead and remove it.	yes, please go to the link below and delete it.	yes, we can go ahead and remove it.
can you explain a bit more about how those two coexist ? also .... .	i can explain how the two more than <unk> i can help with mike ?	can you explain a bit more about how those two coexist ? also thanks
go ahead and sign it - i did .	go away so we can get it approved .	we could go ahead and sign it - i did look at
Table 6: Additional Qualitative Examples of outputs from our Model and DRG for the Politeness Transfer Task
Task	Non-polite Input	DRG	Our Model
Fem → Male	my husband ordered the brisket .	my wife had the best steak .	my wife ordered the brisket .
Fem → Male	i ’ m a fair person .	i ’ m a good job of the <unk> .	i ’ m a big guy .
Male → Fem	my girlfriend and i recently stayed at this sheraton .	i recently went with the club .	my husband and i recently stayed at this office .
Male → Fem	however , once inside the place was empty .	however , when the restaurant was happy hour for dinner .	however , once inside the place was super cute .
Pos → Neg	good drinks , and good company .	horrible company .	terrible drinks , terrible com-pany.
Pos → Neg	i will be going back and enjoying this great place !	i will be going back and enjoying this great !	i will not be going back and enjoying this garbage !
Neg → Pos	this is the reason i will never go back .	this is the reason i will never go back .	so happy i will definitely be back .
Neg → Pos	salsa is not hot or good .	salsa is not hot or good .	salsa is always hot and fresh .
Dem → Rep	i am confident of trumps slaughter .	i am mia love	i am confident of trumps ad-ministration .
Dem → Rep	we will resist trump	we will impeach obama	we will be praying for trump
Rep → Dem	video : black patriots demand im-peachment of obama	video : black police show choose	video : black patriots demand to endorse obama
Rep → Dem	mr. trump is good ... but mr. marco rubio is great ! !	thank you mr. good ... but mr. kaine is great senator ! !	mr. schumer is good ... but mr. pallone is great ! !
Fact → Rom	a woman is sitting near a flower bed overlooking a tunnel .	a woman is sitting near a flower overlooking a tunnel, determined to	a woman is sitting near a brick rope , excited to meet her boyfriend .
Fact → Rom	two dogs play with a tennis ball in the snow .	two dogs play with a tennis ball in the snow .	two dogs play with a tennis ball in the snow celebrating their friendship .
Fact → Hum	three kids play on a wall with a green ball .	three kids on a bar on a field of a date .	three kids play on a wall with a green ball fighting for supremacy .
Fact → Hum	a black dog plays around in water .	a black dog plays in the water .	a black dog plays around in wa-ter looking for fish .
Table 7: Additional Qualitative Examples of our Model and DRG for other Transfer Tasks