Text Style Transfer

23 papers with code · Natural Language Processing
Subtask of Text Generation

Transfer Text from one Style to Another

Benchmarks

Greatest papers with code

Structured Content Preservation for Unsupervised Text Style Transfer

15 Oct 2018asyml/texar

Text style transfer aims to modify the style of a sentence while keeping its content unchanged.

LANGUAGE MODELLING STYLE TRANSFER TEXT STYLE TRANSFER UNSUPERVISED TEXT STYLE TRANSFER

Unsupervised Text Style Transfer using Language Models as Discriminators

NeurIPS 2018 asyml/texar

Binary classifiers are often employed as discriminators in GAN-based unsupervised style transfer systems to ensure that transferred sentences are similar to sentences in the target domain.

LANGUAGE MODELLING STYLE TRANSFER TEXT STYLE TRANSFER UNSUPERVISED TEXT STYLE TRANSFER

Style Transfer from Non-Parallel Text by Cross-Alignment

NeurIPS 2017 shentianxiao/language-style-transfer

We demonstrate the effectiveness of this cross-alignment method on three tasks: sentiment modification, decipherment of word substitution ciphers, and recovery of word order.

MACHINE TRANSLATION STYLE TRANSFER TEXT STYLE TRANSFER

Controllable Artistic Text Style Transfer via Shape-Matching GAN

ICCV 2019 TAMU-VITA/ShapeMatchingGAN

In this paper, we present the first text style transfer network that allows for real-time control of the crucial stylistic degree of the glyph through an adjustable parameter.

STYLE TRANSFER TEXT STYLE TRANSFER

A Dual Reinforcement Learning Framework for Unsupervised Text Style Transfer

24 May 2019luofuli/DualRL

Therefore, in this paper, we propose a dual reinforcement learning framework to directly transfer the style of the text via a one-step mapping model, without any separation of content and style.

TEXT STYLE TRANSFER UNSUPERVISED TEXT STYLE TRANSFER

Style Transfer Through Back-Translation

ACL 2018 shrimai/Style-Transfer-Through-Back-Translation

We first learn a latent representation of the input sentence which is grounded in a language translation model in order to better preserve the meaning of the sentence while reducing stylistic properties.

STYLE TRANSFER TEXT STYLE TRANSFER

Style Transfer in Text: Exploration and Evaluation

18 Nov 2017fuzhenxin/text_style_transfer

Results show that the proposed content preservation metric is highly correlate to human judgments, and the proposed models are able to generate sentences with higher style transfer strength and similar content preservation score comparing to auto-encoder.

STYLE TRANSFER TEXT STYLE TRANSFER

A Probabilistic Formulation of Unsupervised Text Style Transfer

ICLR 2020 cindyxinyiwang/TextStyleTransfer

Across all style transfer tasks, our approach yields substantial gains over state-of-the-art non-generative baselines, including the state-of-the-art unsupervised machine translation techniques that our approach generalizes.

LANGUAGE MODELLING STYLE TRANSFER TEXT STYLE TRANSFER UNSUPERVISED MACHINE TRANSLATION UNSUPERVISED TEXT STYLE TRANSFER

Educating Text Autoencoders: Latent Representation Guidance via Denoising

29 May 2019shentianxiao/text-autoencoders

We prove that this simple modification guides the latent space geometry of the resulting model by encouraging the encoder to map similar texts to similar latent representations.

DENOISING STYLE TRANSFER TEXT STYLE TRANSFER