SOTAVerified

Text Style Transfer

Text Style Transfer is the task of controlling certain attributes of generated text. The state-of-the-art methods can be categorized into two main types which are used on parallel and non-parallel data. Methods on parallel data are typically supervised methods that use a neural sequence-to-sequence model with the encoder-decoder architecture. Methods on non-parallel data are usually unsupervised approaches using Disentanglement, Prototype Editing and Pseudo-Parallel Corpus Construction.

The popular benchmark for this task is the Yelp Review Dataset. Models are typically evaluated with the metrics of Sentiment Accuracy, BLEU, and PPL.

Papers

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Showing 151–186 of 186 papers

TitleStatusHype
ST^2: Small-data Text Style Transfer via Multi-task Meta-Learning—0
Improve Variational Autoencoder for Text Generationwith Discrete Latent Bottleneck—0
SentiInc: Incorporating Sentiment Information into Sentiment Transfer Without Parallel Data—0
Learning to Select Bi-Aspect Information for Document-Scale Text Content ManipulationCode0
Learning to Generate Multiple Style Transfer Outputs for an Input Sentence—0
Zero-Shot Fine-Grained Style Transfer: Leveraging Distributed Continuous Style Representations to Transfer To Unseen Styles—0
Multiple Text Style Transfer by using Word-level Conditional Generative Adversarial Network with Two-Phase Training—0
Harnessing Pre-Trained Neural Networks with Rules for Formality Style Transfer—0
``Transforming'' Delete, Retrieve, Generate Approach for Controlled Text Style Transfer—0
XL-Editor: Post-editing Sentences with XLNet—0
Semi-supervised Text Style Transfer: Cross Projection in Latent Space—0
ALTER: Auxiliary Text Rewriting Tool for Natural Language GenerationCode0
Domain Adaptive Text Style TransferCode0
Style Transfer for Texts: Retrain, Report Errors, Compare with RewritesCode0
How Sequence-to-Sequence Models Perceive Language Styles?—0
A Hierarchical Reinforced Sequence Operation Method for Unsupervised Text Style TransferCode0
Typography With Decor: Intelligent Text Style Transfer—0
Neural Text Style Transfer via Denoising and Reranking—0
Revision in Continuous Space: Unsupervised Text Style Transfer without Adversarial LearningCode0
Educating Text Autoencoders: Latent Representation Guidance via DenoisingCode0
On Variational Learning of Controllable Representations for Text without SupervisionCode0
A Dual Reinforcement Learning Framework for Unsupervised Text Style TransferCode0
Controllable Artistic Text Style Transfer via Shape-Matching GANCode0
Grammatical Error Correction and Style Transfer via Zero-shot Monolingual Translation—0
Reinforcement Learning Based Text Style Transfer without Parallel Training Corpus—0
Formality Style Transfer with Hybrid Textual Annotations—0
Structured Content Preservation for Unsupervised Text Style TransferCode0
Learning Sentiment Memories for Sentiment Modification without Parallel DataCode0
Disentangled Representation Learning for Non-Parallel Text Style TransferCode0
Unsupervised Text Style Transfer using Language Models as DiscriminatorsCode0
Fighting Offensive Language on Social Media with Unsupervised Text Style Transfer—0
Unpaired Sentiment-to-Sentiment Translation: A Cycled Reinforcement Learning ApproachCode0
Style Transfer Through Back-TranslationCode0
QuaSE: Accurate Text Style Transfer under Quantifiable GuidanceCode0
Style Transfer in Text: Exploration and EvaluationCode0
Style Transfer from Non-Parallel Text by Cross-AlignmentCode0
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All datasetsYelp Review Dataset (Small)Yelp Review Dataset (Large)

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SAE+DiscriminatorG-Score (BLEU, Accuracy)74.56—Unverified
2LatentOps (Few shot)G-Score (BLEU, Accuracy)71.6—Unverified
3SentiIncG-Score (BLEU, Accuracy)66.25—Unverified
4DeleteAndRetrieveG-Score (BLEU, Accuracy)54.64—Unverified
5DeleteOnlyG-Score (BLEU, Accuracy)54.11—Unverified
6MultiDecoderG-Score (BLEU, Accuracy)45.02—Unverified
7CAEG-Score (BLEU, Accuracy)38.66—Unverified
8StyleEmbeddingG-Score (BLEU, Accuracy)31.31—Unverified
#ModelMetricClaimedVerifiedStatus
1SentiIncG-Score (BLEU, Accuracy)59.17—Unverified
2StyleEmbBLEU30—Unverified