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Text Style Transfer (TST) is a pivotal task in natural language generation to manipulate text style attributes while preserving style-independent content. The attributes targeted in TST can vary widely, including politeness, authorship,…

Computation and Language · Computer Science 2024-07-23 Sourabrata Mukherjee , Ondrej Dušek

Text style transfer involves rewriting the content of a source sentence in a target style. Despite there being a number of style tasks with available data, there has been limited systematic discussion of how text style datasets relate to…

Computation and Language · Computer Science 2021-08-19 Stephanie Schoch , Wanyu Du , Yangfeng Ji

Style transfer is the task of transferring an attribute of a sentence (e.g., formality) while maintaining its semantic content. The key challenge in style transfer is to strike a balance between the competing goals, one to preserve meaning…

Computation and Language · Computer Science 2018-09-18 Shrimai Prabhumoye , Yulia Tsvetkov , Alan W Black , Ruslan Salakhutdinov

Text style transfer aims to modify the style of a sentence while keeping its content unchanged. Recent style transfer systems often fail to faithfully preserve the content after changing the style. This paper proposes a structured content…

Computation and Language · Computer Science 2018-11-02 Youzhi Tian , Zhiting Hu , Zhou Yu

Text style transfer is a hot issue in recent natural language processing,which mainly studies the text to adapt to different specific situations, audiences and purposes by making some changes. The style of the text usually includes many…

Computation and Language · Computer Science 2021-01-01 Xiangyang Li , Guo Pu , Keyu Ming , Pu Li , Jie Wang , Yuxuan Wang

Style transfer is the task of rephrasing the text to contain specific stylistic properties without changing the intent or affect within the context. This paper introduces a new method for automatic style transfer. We first learn a latent…

Computation and Language · Computer Science 2018-05-25 Shrimai Prabhumoye , Yulia Tsvetkov , Ruslan Salakhutdinov , Alan W Black

Text-based style transfer is a newly-emerging research topic that uses text information instead of style image to guide the transfer process, significantly extending the application scenario of style transfer. However, previous methods…

Computer Vision and Pattern Recognition · Computer Science 2023-01-27 Yunpeng Bai , Jiayue Liu , Chao Dong , Chun Yuan

We introduce a new task, Contextual Text Style Transfer - translating a sentence into a desired style with its surrounding context taken into account. This brings two key challenges to existing style transfer approaches: ($i$) how to…

Computation and Language · Computer Science 2020-05-04 Yu Cheng , Zhe Gan , Yizhe Zhang , Oussama Elachqar , Dianqi Li , Jingjing Liu

It is well known that textual data on the internet and other digital platforms contain significant levels of bias and stereotypes. Although many such texts contain stereotypes and biases that inherently exist in natural language for reasons…

Computation and Language · Computer Science 2022-01-24 Ewoenam Kwaku Tokpo , Toon Calders

Conventional text style transfer approaches focus on sentence-level style transfer without considering contextual information, and the style is described with attributes (e.g., formality). When applying style transfer in conversations such…

Computation and Language · Computer Science 2023-09-25 Shamik Roy , Raphael Shu , Nikolaos Pappas , Elman Mansimov , Yi Zhang , Saab Mansour , Dan Roth

Text style transfer aims to paraphrase a sentence in one style into another style while preserving content. Due to lack of parallel training data, state-of-art methods are unsupervised and rely on large datasets that share content.…

Computation and Language · Computer Science 2020-04-27 Xiwen Chen , Kenny Q. Zhu

Text-driven style transfer aims to merge the style of a reference image with content described by a text prompt. Recent advancements in text-to-image models have improved the nuance of style transformations, yet significant challenges…

Computer Vision and Pattern Recognition · Computer Science 2025-03-28 Mingkun Lei , Xue Song , Beier Zhu , Hao Wang , Chi Zhang

Text-conditioned style transfer enables users to communicate their desired artistic styles through text descriptions, offering a new and expressive means of achieving stylization. In this work, we evaluate the text-conditioned image editing…

Computer Vision and Pattern Recognition · Computer Science 2025-01-07 Silky Singh , Surgan Jandial , Simra Shahid , Abhinav Java

Style transfer is a problem of rendering a content image in the style of another style image. A natural and common practical task in applications of style transfer is to adjust the strength of stylization. Algorithm of Gatys et al. (2016)…

Computer Vision and Pattern Recognition · Computer Science 2019-04-19 Victor Kitov

Formality style transformation is the task of modifying the formality of a given sentence without changing its content. Its challenge is the lack of large-scale sentence-aligned parallel data. In this paper, we propose an omnivorous model…

Computation and Language · Computer Science 2019-03-18 Ruochen Xu , Tao Ge , Furu Wei

The stylistic properties of text have intrigued computational linguistics researchers in recent years. Specifically, researchers have investigated the Text Style Transfer (TST) task, which aims to change the stylistic properties of the text…

Computation and Language · Computer Science 2023-01-03 Zhiqiang Hu , Roy Ka-Wei Lee , Charu C. Aggarwal , Aston Zhang

Style transfer is an inventive process designed to create an image that maintains the essence of the original while embracing the visual style of another. Although diffusion models have demonstrated impressive generative power in…

Computer Vision and Pattern Recognition · Computer Science 2024-07-02 Haofan Wang , Peng Xing , Renyuan Huang , Hao Ai , Qixun Wang , Xu Bai

Language style transfer is the problem of migrating the content of a source sentence to a target style. In many of its applications, parallel training data are not available and source sentences to be transferred may have arbitrary and…

Computation and Language · Computer Science 2018-08-14 Yanpeng Zhao , Wei Bi , Deng Cai , Xiaojiang Liu , Kewei Tu , Shuming Shi

This paper focuses on text detoxification, i.e., automatically converting toxic text into non-toxic text. This task contributes to safer and more respectful online communication and can be considered a Text Style Transfer (TST) task, where…

Computation and Language · Computer Science 2024-06-11 Sourabrata Mukherjee , Akanksha Bansal , Atul Kr. Ojha , John P. McCrae , Ondřej Dušek

Photorealistic style transfer is the task of synthesizing a realistic-looking image when adapting the content from one image to appear in the style of another image. Modern models commonly embed a transformation that fuses features…

Computer Vision and Pattern Recognition · Computer Science 2022-10-13 Tai-Yin Chiu , Danna Gurari
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