A Paper List for Style Transfer in Text

This is a paper list for style transfer in text. It also contains some related research areas, including controlled text generation.

Keyword: Style Transfer, Unsupervised, Natural Language Processing

Paper List

Dataset

  • Dear Sir or Madam, May I introduce the YAFC Corpus: Corpus, Benchmarks and Metrics for Formality Style Transfer, NAACL-HLT 2018, [paper]

Parallel Data (Supervised)

  • Shakespearizing Modern Language Using Copy-Enriched Sequence to Sequence Models, EMNLP-2017 Workshop, [paper][code]
  • Evaluating prose style transfer with the Bible, 2018, [paper]

Non-parallel Data (Unsupervised)

  • Sequence to Better Sequence: Continuous Revision of Combinatorial Structures, ICML-2017, [paper], [code]
  • Toward Controlled Generation of Text, ICML-2017, [paper], [official code], [unofficial code]
  • Style Transfer from Non-Parallel Text by Cross-Alignment, NIPS-2017, [paper], [code]
  • Adversarially Regularized Autoencoders, ICML-2018, [paper], [code]
  • Zero-Shot Style Transfer in Text Using Recurrent Neural Networks, Arxiv-2017, [paper], [code]
  • Style Transfer in Text: Exploration and Evaluation, AAAI-2018, [paper], [code]
  • Delete, Retrieve, Generate: A Simple Approach to Sentiment and Style Transfer, NAACL-2018, [paper], [code]
  • SHAPED: Shared-Private Encoder-Decoder for Text Style Adaptation, NAACL-2018, [paper]
  • Sentiment Transfer using Seq2Seq Adversarial Autoencoders, project for CSYE7245 Northeastern University, [paper]
  • Style Transfer Through Back-Translation, ACL-2018, [paper], [code]
  • Unpaired Sentiment-to-Sentiment Translation: A Cycled Reinforcement Learning Approach, ACL-2018, [paper], [code]
  • Fighting Offensive Language on Social Media with Unsupervised Text Style Transfer, ACL-2018, [paper]
  • Unsupervised Text Style Transfer using Language Models as Discriminators, NIPS-2018, [paper]
  • Disentangled Representation Learning for Text Style Transfer, Arxiv, [paper], [code]
  • Language Style Transfer from Sentences with Arbitrary Unknown Styles, Arxiv, [paper]
  • What is wrong with style transfer for texts? Arxiv, [paper]
  • Style Transfer as Unsupervised Machine Translation, Arxiv, [paper]
  • Learning Sentiment Memories for Sentiment Modification without Parallel Data, EMNLP-2018, [paper], [code]
  • Style Transfer Through Multilingual and Feedback-Based Back-Translation, Arxiv, 2018, [paper]
  • Structured Content Preservation for Unsupervised Text Style Transfer, OpenReview, 2018, [paper]
  • Unsupervised Controllable Text Formalization, AAAI, 2019, [paper], [code]
  • Large-scale Hierarchical Alignment for Author Style Transfer, Arxiv, 2018, [paper]
  • Learning Criteria and Evaluation Metrics for Textual Transfer between Non-Parallel Corpora, Arxiv, 2018, [paper]
  • Content preserving text generation with attribute controls, NIPS, 2018, [paper]
  • Unsupervised Text Style Transfer via Iterative Matching and Translation, Arxiv, 2018, [paper]
  • QuaSE: Sequence Editing under Quantifiable Guidance, EMNLP, 2018, [paper]
  • Adversarial Text Generation via Feature-Mover's Distance, NeurIPS, 2018, [paper], [code]
  • Towards Controlled Transformation of Sentiment in Sentences, ICAART, 2019, [paper]
  • Formality Style Transfer with Hybrid Textual Annotations, Arxiv, 2019, [paper]
  • Reinforcement Learning Based Text Style Transfer without Parallel Training Corpus, NAACL-2019, 2019, [paper]
  • Grammatical Error Correction and Style Transfer via Zero-shot Monolingual Translation, Arxiv, 2019, [paper]
  • Multiple-Attribute Text Style Transfer (Rewriting), ICLR, 2019, [paper]
  • Style Transformer: Unpaired Text Style Transfer without Disentangled Latent Representation, ACL, 2019, [paper]
  • A Dual Reinforcement Learning Framework for Unsupervised Text Style Transfer, IJCAI, 2019, [paper], [code]
  • Unsupervised Controllable Text Generation with Global Variation Discovery and Disentanglement, Arxiv, 2019, [paper]
  • Revision in Continuous Space: Fine-Grained Control of Text Style Transfer, Arxiv, 2019, [paper]
  • Controllable Unsupervised Text Attribute Transfer via Editing Entangled Latent Representation, Arxiv, 2019, [paper]

Evaluation

Stylistic Related Papers

  • Controlling Linguistic Style Aspects in Neural Language Generation, EMNLP-2017 Workshop, [paper]
  • Is writing style predictive of scientific fraud?, EMNLP-2017 Workshop, [paper]
  • Incorporating Pseudo-Parallel Data for Quantifiable Sequence Editing, EMNLP-2018, [paper]
  • Polite Dialogue Generation Without Parallel Data, TACL, [paper]
  • Adversarial Decomposition of Text Representation, Arxiv, [paper]
  • Unsupervised Stylish Image Description Generation via Domain Layer Norm, AAAI 2019, [paper]
  • Transfer Learning for Style-Specific Text Generation, UNK, 2018, [paper]
  • Generating lyrics with variational autoencoder and multi-modal artist embeddings, Arxiv, 2018, [paper]

Workshop

  • Stylistic Variation, EMNLP-2017, [link]
  • Stylistic Variation, NAACL-HLT-2018, [link]

Copyright

By Zhenxin Fu (fuzhenxin95@gmail.com) from Peking University.
Welcome to open an issue or make a pull request!