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Text Style Transfer (TST) evaluation is, in practice, inconsistent.
Roberta: A robustly optimized BERT pretraining approach
Yinhan Liu, Myle Ott, Naman Goyal, Jingfei Du, Mandar Joshi, Danqi Chen, Omer Levy, Mike Lewis, Luke Zettlemoyer, and Veselin Stoyanov. 2019 · 1907
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Derivation of new readability formulas (automated readability index, fog count and flesch reading ease formula) for navy enlisted personnel
J Peter Kincaid, Robert P Fishburne Jr, Richard L Rogers, and Brad S Chissom. 1975 · 1975
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Improved backing-off for m-gram language modeling
Reinhard Kneser and Hermann Ney. 1995 · 1995
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Long short-term memory
Sepp Hochreiter and Jürgen Schmidhuber. 1997 · 1997
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Bleu: a Method for Automatic Evaluation of Machine Translation
Kishore Papineni, Salim Roukos, Todd Ward, and Wei-Jing Zhu. 2002 · 2002
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Rouge: A package for automatic evaluation of summaries
Chin-Yew Lin. 2004 · 2004
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METEOR: an automatic metric for MT evaluation with improved correlation with human judgments
Satanjeev Banerjee and Alon Lavie. 2005 · 2005
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Europarl: A parallel corpus for statistical machine translation
Philipp Koehn. 2005 · 2005
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Seeing stars: Exploiting class relationships for sentiment categorization with respect to rating scales
Bo Pang and Lillian Lee. 2005 · 2005
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Effects of age and gender on blogging
Jonathan Schler, Moshe Koppel, Shlomo Argamon, and James W. Pennebaker. 2006 · 2006
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Opinosis: A graph based approach to abstractive summarization of highly redundant opinions
Kavita Ganesan, ChengXiang Zhai, and Jiawei Han. 2010 · 2010
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Collecting highly parallel data for paraphrase evaluation
David L. Chen and William B. Dolan. 2011 · 2011
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KenLM: Faster and Smaller Language Model Queries
Kenneth Heafield. 2011 · 2011
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Learning word vectors for sentiment analysis
Andrew L. Maas, Raymond E. Daly, Peter T. Pham, Dan Huang, Andrew Y. Ng, and Christopher Potts. 2011 · 2011
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Learning attitudes and attributes from multi-aspect reviews
Julian J. McAuley, Jure Leskovec, and Dan Jurafsky. 2012 · 2012
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Annotated gigaword
Courtney Napoles, Matthew R Gormley, and Benjamin Van Durme. 2012 · 2012
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Paraphrasing for style
Wei Xu, Alan Ritter, Bill Dolan, Ralph Grishman, and Colin Cherry. 2012 · 2012
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Measuring ideological proportions in political speeches
Yanchuan Sim, Brice D. L. Acree, Justin H. Gross, and Noah A. Smith. 2013 · 2013
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Recursive deep models for semantic compositionality over a sentiment treebank
Richard Socher, Alex Perelygin, Jean Wu, Jason Chuang, Christopher D. Manning, Andrew Y. Ng, and Christopher Potts. 2013 · 2013
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On the properties of neural machine translation: Encoder-decoder approaches
Kyunghyun Cho, Bart van Merrienboer, Dzmitry Bahdanau, and Yoshua Bengio. 2014 · 2014
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Jointly modeling aspects, ratings and sentiments for movie recommendation (JMARS)
Qiming Diao, Minghui Qiu, Chao-Yuan Wu, Alexander J. Smola, Jing Jiang, and Chong Wang. 2014 · 2014
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Predicting grammaticality on an ordinal scale
Michael Heilman, Aoife Cahill, Nitin Madnani, Melissa Lopez, Matthew Mulholland, and Joel Tetreault. 2014 · 2014
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Convolutional Neural Networks for Sentence Classification
Yoon Kim. 2014 · 2014
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Complexity of word collocation networks: A preliminary structural analysis
Shibamouli Lahiri. 2014 · 2014
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The stanford corenlp natural language processing toolkit
Christopher D. Manning, Mihai Surdeanu, John Bauer, Jenny Rose Finkel, Steven Bethard, and David McClosky. 2014 · 2014
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Multi-perspective sentence similarity modeling with convolutional neural networks
Hua He, Kevin Gimpel, and Jimmy Lin. 2015 · 2015
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From Word Embeddings To Document Distances
Matt J. Kusner, Yu Sun, Nicholas I. Kolkin, and Kilian Q. Weinberger. 2015 · 2015
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Ground truth for grammatical error correction metrics
Courtney Napoles, Keisuke Sakaguchi, Matt Post, and Joel Tetreault. 2015 · 2015
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chrF: character n-gram F-score for automatic MT evaluation
Maja Popović. 2015 · 2015
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Cider: Consensus-based image description evaluation
Ramakrishna Vedantam, C. Lawrence Zitnick, and Devi Parikh. 2015 · 2015
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Character-level convolutional networks for text classification
Xiang Zhang, Junbo Jake Zhao, and Yann LeCun. 2015 · 2015
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Demographic dialectal variation in social media: A case study of African-American English
Su Lin Blodgett, Lisa Green, and Brendan O’Connor. 2016 · 2016
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Ups and downs: Modeling the visual evolution of fashion trends with one-class collaborative filtering
Ruining He and Julian J. McAuley. 2016 · 2016
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Harnessing deep neural networks with logic rules
Zhiting Hu, Xuezhe Ma, Zhengzhong Liu, Eduard H. Hovy, and Eric P. Xing. 2016 · 2016
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A diversity-promoting objective function for neural conversation models
Jiwei Li, Michel Galley, Chris Brockett, Jianfeng Gao, and Bill Dolan. 2016a · 2016
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A persona-based neural conversation model
Jiwei Li, Michel Galley, Chris Brockett, Georgios P. Spithourakis, Jianfeng Gao, and William B. Dolan. 2016b · 2016
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A corpus and cloze evaluation for deeper understanding of commonsense stories
Nasrin Mostafazadeh, Nathanael Chambers, Xiaodong He, Devi Parikh, Dhruv Batra, Lucy Vanderwende, Pushmeet Kohli, and James Allen. 2016 · 2016
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Overview of the 4th author profiling task at PAN 2016: Cross-genre evaluations
Francisco Manuel Rangel Pardo, Paolo Rosso, Ben Verhoeven, Walter Daelemans, Martin Potthast, and Benno Stein. 2016 · 2016
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An empirical analysis of formality in online communication
Ellie Pavlick and Joel R. Tetreault. 2016 · 2016
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Obfuscating gender in social media writing
Sravana Reddy and Kevin Knight. 2016 · 2016
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Building end-to-end dialogue systems using generative hierarchical neural network models
Iulian Vlad Serban, Alessandro Sordoni, Yoshua Bengio, Aaron C. Courville, and Joelle Pineau. 2016 · 2016
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Optimizing statistical machine translation for text simplification
Wei Xu, Courtney Napoles, Ellie Pavlick, Quanze Chen, and Chris Callison-Burch. 2016 · 2016
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Automated hate speech detection and the problem of offensive language
Thomas Davidson, Dana Warmsley, Michael W. Macy, and Ingmar Weber. 2017 · 2017
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Stylenet: Generating attractive visual captions with styles
Chuang Gan, Zhe Gan, Xiaodong He, Jianfeng Gao, and Li Deng. 2017 · 2017
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Unsupervised automatic text style transfer using LSTM
Mengqiao Han, Ou Wu, and Zhendong Niu. 2017 · 2017
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Toward Controlled Generation of Text
Zhiting Hu, Zichao Yang, Xiaodan Liang, Ruslan Salakhutdinov, and Eric P. Xing. 2017 · 2017
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Bag of Tricks for Efficient Text Classification
Armand Joulin, Edouard Grave, Piotr Bojanowski, and Tomas Mikolov. 2017 · 2017
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Sequence to Better Sequence: Continuous Revision of Combinatorial Structures
Jonas Mueller, David K. Gifford, and Tommi S. Jaakkola. 2017 · 2017
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Style Transfer from Non-Parallel Text by Cross-Alignment
Tianxiao Shen, Tao Lei, Regina Barzilay, and Tommi Jaakkola. 2017 · 2017
Earlier work this paper cites.
Attention is all you need
Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N. Gomez, Lukasz Kaiser, and Illia Polosukhin. 2017 · 2017
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Evaluating prose style transfer with the bible
Keith Carlson, Allen Riddell, and Daniel Rockmore. 2018 · 2018
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Adversarial text generation via feature-mover’s distance
Liqun Chen, Shuyang Dai, Chenyang Tao, Haichao Zhang, Zhe Gan, Dinghan Shen, Yizhe Zhang, Guoyin Wang, Ruiyi Zhang, and Lawrence Carin. 2018 · 2018
Earlier work this paper cites.
Open subtitles paraphrase corpus for six languages
Mathias Creutz. 2018 · 2018
Cited alongside, same era.
Fighting offensive language on social media with unsupervised text style transfer
Cícero Nogueira dos Santos, Igor Melnyk, and Inkit Padhi. 2018 · 2018
Cited alongside, same era.
Style Transfer in Text: Exploration and Evaluation
Zhenxin Fu, Xiaoye Tan, Nanyun Peng, Dongyan Zhao, and Rui Yan. 2018 · 2018
Cited alongside, same era.
Generating sentences by editing prototypes
Kelvin Guu, Tatsunori B. Hashimoto, Yonatan Oren, and Percy Liang. 2018 · 2018
Cited alongside, same era.
Multiple-Attribute Text Rewriting
Guillaume Lample, Sandeep Subramanian, Eric Smith, Ludovic Denoyer, Marc’Aurelio Ranzato, and Y.-Lan Boureau. 2018 · 2018
Cited alongside, same era.
Delete, Retrieve, Generate: a Simple Approach to Sentiment and Style Transfer
Juncen Li, Robin Jia, He He, and Percy Liang. 2018 · 2018
Plug and play language models: A simple approach to controlled text generation
Sumanth Dathathri, Andrea Madotto, Janice Lan, Jane Hung, Eric Frank, Piero Molino, Jason Yosinski, and Rosanne Liu. 2020 · 2020
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Pre-train and plug-in: Flexible conditional text generation with variational auto-encoders
Yu Duan, Canwen Xu, Jiaxin Pei, Jialong Han, and Chenliang Li. 2020 · 2020
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A Probabilistic Formulation of Unsupervised Text Style Transfer
Junxian He, Xinyi Wang, Graham Neubig, and Taylor Berg-Kirkpatrick. 2020 · 2020
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Cycle-consistent adversarial autoencoders for unsupervised text style transfer
Yufang Huang, Wentao Zhu, Deyi Xiong, Yiye Zhang, Changjian Hu, and Feiyu Xu. 2020 · 2020
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Style versus content: A distinction without a (learnable) difference?
Somayeh Jafaritazehjani, Gwénolé Lecorvé, Damien Lolive, and John D. Kelleher. 2020 · 2020
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alphaXiv searches the wider corpus for related work and actual follow-ups.
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Cited alongside, same era.
Quase: Sequence editing under quantifiable guidance
Yi Liao, Lidong Bing, Piji Li, Shuming Shi, Wai Lam, and Tong Zhang. 2018 · 2018
Cited alongside, same era.
Content preserving text generation with attribute controls
Lajanugen Logeswaran, Honglak Lee, and Samy Bengio. 2018 · 2018
Cited alongside, same era.
Polite dialogue generation without parallel data
Tong Niu and Mohit Bansal. 2018 · 2018
Cited alongside, same era.
A Call for Clarity in Reporting BLEU Scores
Matt Post. 2018 · 2018
Cited alongside, same era.
Style Transfer Through Back-Translation
Shrimai Prabhumoye, Yulia Tsvetkov, Ruslan Salakhutdinov, and Alan W. Black. 2018 · 2018
Cited alongside, same era.
Improving language understanding by generative pre-training
Alec Radford, Karthik Narasimhan, Tim Salimans, Ilya Sutskever, et al. 2018 · 2018
Cited alongside, same era.
Hooks in the headline: Learning to generate headlines with controlled styles
Di Jin, Zhijing Jin, Joey Tianyi Zhou, Lisa Orii, and Peter Szolovits. 2020 · 2020
Later among the works it cites.
How positive are you: Text style transfer using adaptive style embedding
Heejin Kim and Kyung-Ah Sohn. 2020 · 2020
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Reformulating unsupervised style transfer as paraphrase generation
Kalpesh Krishna, John Wieting, and Mohit Iyyer. 2020 · 2020
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Stable style transformer: Delete and generate approach with encoder-decoder for text style transfer
Joosung Lee. 2020 · 2020
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Unsupervised text generation by learning from search
Jingjing Li, Zichao Li, Lili Mou, Xin Jiang, Michael R. Lyu, and Irwin King. 2020a · 2020
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DGST: a dual-generator network for text style transfer
Xiao Li, Guanyi Chen, Chenghua Lin, and Ruizhe Li. 2020b · 2020
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Complementary auxiliary classifiers for label-conditional text generation
Yuan Li, Chunyuan Li, Yizhe Zhang, Xiujun Li, Guoqing Zheng, Lawrence Carin, and Jianfeng Gao. 2020c · 2020
Later among the works it cites.
Revision in continuous space: Unsupervised text style transfer without adversarial learning
Dayiheng Liu, Jie Fu, Yidan Zhang, Chris Pal, and Jiancheng Lv. 2020 · 2020
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Powertransformer: Unsupervised controllable revision for biased language correction
Xinyao Ma, Maarten Sap, Hannah Rashkin, and Yejin Choi. 2020 · 2020
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Politeness transfer: A tag and generate approach
Aman Madaan, Amrith Setlur, Tanmay Parekh, Barnabás Póczos, Graham Neubig, Yiming Yang, Ruslan Salakhutdinov, Alan W. Black, and Shrimai Prabhumoye. 2020 · 2020
Later among the works it cites.
Unsupervised text style transfer with padded masked language models
Eric Malmi, Aliaksei Severyn, and Sascha Rothe. 2020 · 2020
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Sentiinc: Incorporating sentiment information into sentiment transfer without parallel data
Kartikey Pant, Yash Verma, and Radhika Mamidi. 2020 · 2020
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Automatically neutralizing subjective bias in text
Reid Pryzant, Richard Diehl Martinez, Nathan Dass, Sadao Kurohashi, Dan Jurafsky, and Diyi Yang. 2020 · 2020
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COMET: A neural framework for MT evaluation
Ricardo Rei, Craig Stewart, Ana C. Farinha, and Alon Lavie. 2020 · 2020
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Reinforced rewards framework for text style transfer
Abhilasha Sancheti, Kundan Krishna, Balaji Vasan Srinivasan, and Anandhavelu Natarajan. 2020 · 2020
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BLEURT: learning robust metrics for text generation
Thibault Sellam, Dipanjan Das, and Ankur P. Parikh. 2020 · 2020
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Adapting language models for non-parallel author-stylized rewriting
Bakhtiyar Syed, Gaurav Verma, Balaji Vasan Srinivasan, Anandhavelu Natarajan, and Vasudeva Varma. 2020 · 2020
Later among the works it cites.
Towards A friendly online community: An unsupervised style transfer framework for profanity redaction
Minh Tran, Yipeng Zhang, and Mohammad Soleymani. 2020 · 2020
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Formality style transfer with shared latent space
Yunli Wang, Yu Wu, Lili Mou, Zhoujun Li, and Wen-Han Chao. 2020 · 2020
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Transformers: State-of-the-art natural language processing
Thomas Wolf, Lysandre Debut, Victor Sanh, Julien Chaumond, Clement Delangue, Anthony Moi, Pierric Cistac, Tim Rault, Remi Louf, Morgan Funtowicz, Joe Davison, Sam Shleifer, Patrick von Platen, Clara Ma, Yacine Jernite, Julien Plu, Canwen Xu, Teven Le Scao, Sylvain Gugger, Mariama Drame, Quentin Lhoest, and Alexander Rush. 2020 · 2020
Later among the works it cites.
A dataset for low-resource stylized sequence-to-sequence generation
Yu Wu, Yunli Wang, and Shujie Liu. 2020 · 2020
Later among the works it cites.
On variational learning of controllable representations for text without supervision
Peng Xu, Jackie Chi Kit Cheung, and Yanshuai Cao. 2020 · 2020
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Text style transfer via learning style instance supported latent space
Xiaoyuan Yi, Zhenghao Liu, Wenhao Li, and Maosong Sun. 2020 · 2020
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Bertscore: Evaluating text generation with BERT
Tianyi Zhang, Varsha Kishore, Felix Wu, Kilian Q. Weinberger, and Yoav Artzi. 2020a · 2020
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Parallel data augmentation for formality style transfer
Yi Zhang, Tao Ge, and Xu Sun. 2020b · 2020
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Exploring contextual word-level style relevance for unsupervised style transfer
Chulun Zhou, Liangyu Chen, Jiachen Liu, Xinyan Xiao, Jinsong Su, Sheng Guo, and Hua Wu. 2020 · 2020
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Evaluating the evaluation metrics for style transfer: A case study in multilingual formality transfer
Eleftheria Briakou, Sweta Agrawal, Joel R. Tetreault, and Marine Carpuat. 2021a · 2021
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A review of human evaluation for style transfer
Eleftheria Briakou, Sweta Agrawal, Ke Zhang, Joel R. Tetreault, and Marine Carpuat. 2021b · 2021
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Olá, bonjour, salve! XFORMAL: A benchmark for multilingual formality style transfer
Eleftheria Briakou, Di Lu, Ke Zhang, and Joel R. Tetreault. 2021c · 2021
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Multi-style transfer with discriminative feedback on disjoint corpus
Navita Goyal, Balaji Vasan Srinivasan, Anandhavelu Natarajan, and Abhilasha Sancheti. 2021 · 2021
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Generic resources are what you need: Style transfer tasks without task-specific parallel training data
Huiyuan Lai, Antonio Toral, and Malvina Nissim. 2021 · 2021
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Civil rephrases of toxic texts with self-supervised transformers
Leo Laugier, John Pavlopoulos, Jeffrey Sorensen, and Lucas Dixon. 2021 · 2021
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On learning text style transfer with direct rewards
Yixin Liu, Graham Neubig, and John Wieting. 2021 · 2021
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Styleptb: A compositional benchmark for fine-grained controllable text style transfer
Yiwei Lyu, Paul Pu Liang, Hai Pham, Eduard H. Hovy, Barnabás Póczos, Ruslan Salakhutdinov, and Louis-Philippe Morency. 2021 · 2021
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Collaborative learning of bidirectional decoders for unsupervised text style transfer
Yun Ma, Yangbin Chen, Xudong Mao, and Qing Li. 2021 · 2021
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Exploring non-autoregressive text style transfer
Yun Ma and Qing Li. 2021 · 2021
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Transductive learning for unsupervised text style transfer
Fei Xiao, Liang Pang, Yanyan Lan, Yan Wang, Huawei Shen, and Xueqi Cheng. 2021 · 2021
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Style-transfer and Paraphrase: Looking for a Sensible Semantic Similarity Metric
Ivan P. Yamshchikov, Viacheslav Shibaev, Nikolay Khlebnikov, and Alexey Tikhonov. 2021 · 2021
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Rethinking sentiment style transfer
Ping Yu, Yang Zhao, Chunyuan Li, and Changyou Chen. 2021 · 2021
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Text style transfer: A review and experimental evaluation
Zhiqiang Hu, Roy Ka-Wei Lee, Charu C. Aggarwal, and Aston Zhang. 2022 · 2022
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Deep Learning for Text Style Transfer: A Survey
Di Jin, Zhijing Jin, Zhiting Hu, Olga Vechtomova, and Rada Mihalcea. 2022 · 2022
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So different yet so alike! constrained unsupervised text style transfer
Abhinav Ramesh Kashyap, Devamanyu Hazarika, Min-Yen Kan, Roger Zimmermann, and Soujanya Poria. 2022 · 2022
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Semi-supervised formality style transfer with consistency training
Ao Liu, An Wang, and Naoaki Okazaki. 2022 · 2022
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Style pooling: Automatic text style obfuscation for improved classification fairness
Fatemehsadat Mireshghallah and Taylor Berg-Kirkpatrick. 2021 · 2022
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A Recipe For Arbitrary Text Style Transfer with Large Language Models
Emily Reif, Daphne Ippolito, Ann Yuan, Andy Coenen, Chris Callison-Burch, and Jason Wei. 2022 · 2022
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A review of text style transfer using deep learning
Martina Toshevska and Sonja Gievska. 2022 · 2022
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