ChatGPT vs human-authored text: Insights into controllable text summarization and sentence style transfer

D Pu, V Demberg - arXiv preprint arXiv:2306.07799, 2023 - arxiv.org
Large-scale language models, like ChatGPT, have garnered significant media attention and
stunned the public with their remarkable capacity for generating coherent text from short …

Latent representation discretization for unsupervised text style generation

Y Gao, Q Liu, Y Yang, K Wang - Information Processing & Management, 2024 - Elsevier
Abstract Language models, such as BART and GPT, have been shown to be highly effective
at producing quality headlines. However, without clear guidelines for what constitutes a …

Nmtf-ltm: Towards an alignment of semantics for lifelong topic modeling

Z Lei, H Liu, J Yan, Y Rao, Q Li - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Aiming at mining high quality topics by accumulating and utilizing semantic knowledge for a
stream of documents, lifelong topic modeling (LTM) has attracted more and more attentions …

Don't lose the message while paraphrasing: A study on content preserving style transfer

N Babakov, D Dale, I Gusev, I Krotova… - … on Applications of …, 2023 - Springer
Text style transfer techniques are gaining popularity in natural language processing
allowing paraphrasing text in the required form: from toxic to neural, from formal to informal …

Text Generation: A Systematic Literature Review of Tasks, Evaluation, and Challenges

J Becker, JP Wahle, B Gipp, T Ruas - arXiv preprint arXiv:2405.15604, 2024 - arxiv.org
Text generation has become more accessible than ever, and the increasing interest in these
systems, especially those using large language models, has spurred an increasing number …

Authorship Style Transfer with Policy Optimization

S Liu, S Agarwal, J May - arXiv preprint arXiv:2403.08043, 2024 - arxiv.org
Authorship style transfer aims to rewrite a given text into a specified target while preserving
the original meaning in the source. Existing approaches rely on the availability of a large …

ICLEF: In-Context Learning with Expert Feedback for Explainable Style Transfer

A Saakyan, S Muresan - arXiv preprint arXiv:2309.08583, 2023 - arxiv.org
While state-of-the-art language models excel at the style transfer task, current work does not
address explainability of style transfer systems. Explanations could be generated using …

Exploring methods for cross-lingual text style transfer: The case of text detoxification

D Dementieva, D Moskovskiy, D Dale… - arXiv preprint arXiv …, 2023 - arxiv.org
Text detoxification is the task of transferring the style of text from toxic to neutral. While here
are approaches yielding promising results in monolingual setup, eg,(Dale et al., 2021; …

ParaGuide: Guided Diffusion Paraphrasers for Plug-and-Play Textual Style Transfer

Z Horvitz, A Patel, C Callison-Burch, Z Yu… - Proceedings of the …, 2024 - ojs.aaai.org
Textual style transfer is the task of transforming stylistic properties of text while preserving
meaning. Target" styles" can be defined in numerous ways, ranging from single attributes …

Low-Resource Authorship Style Transfer: Can Non-Famous Authors Be Imitated?

A Patel, N Andrews, C Callison-Burch - arXiv preprint arXiv:2212.08986, 2022 - arxiv.org
Authorship style transfer involves altering text to match the style of a target author whilst
preserving the original meaning. Existing unsupervised approaches like STRAP have …