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Writing style is a combination of consistent decisions at different levels of language production including lexical, syntactic, and structural associated to a specific author (or author groups). While lexical-based models have been widely…

Computation and Language · Computer Science 2019-02-28 Fereshteh Jafariakinabad , Sansiri Tarnpradab , Kien A. Hua

This thesis advances the computational understanding and manipulation of text styles through three interconnected pillars: (1) Text Style Transfer (TST), which alters stylistic properties (e.g., sentiment, formality) while preserving…

Computation and Language · Computer Science 2025-07-23 Zhiqiang Hu

The evaluation of narrative quality remains a complex challenge, as it involves subjective factors such as plot, character development, and emotional impact. This work proposes a quantitative approach to narrative assessment by focusing on…

Computation and Language · Computer Science 2026-04-22 Alessandro Maisto

The authorship attribution is a problem of considerable practical and technical interest. Several methods have been designed to infer the authorship of disputed documents in multiple contexts. While traditional statistical methods based…

Computation and Language · Computer Science 2018-03-28 Jeaneth Machicao , Edilson A. Corrêa , Gisele H. B. Miranda , Diego R. Amancio , Odemir M. Bruno

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

Text analysis is an interesting research area in data science and has various applications, such as in artificial intelligence, biomedical research, and engineering. We review popular methods for text analysis, ranging from topic modeling…

Applications · Statistics 2024-02-08 Zheng Tracy Ke , Pengsheng Ji , Jiashun Jin , Wanshan Li

Statistical methods have been widely employed in many practical natural language processing applications. More specifically, complex networks concepts and methods from dynamical systems theory have been successfully applied to recognize…

Computation and Language · Computer Science 2015-03-04 Diego R. Amancio

Authorship verification is the task of analyzing the linguistic patterns of two or more texts to determine whether they were written by the same author or not. The analysis is traditionally performed by experts who consider linguistic…

Computation and Language · Computer Science 2019-11-21 Benedikt Boenninghoff , Steffen Hessler , Dorothea Kolossa , Robert M. Nickel

The field of neural style transfer has experienced a surge of research exploring different avenues ranging from optimization-based approaches and feed-forward models to meta-learning methods. The developed techniques have not just…

Computer Vision and Pattern Recognition · Computer Science 2022-07-26 Matthias Wright , Björn Ommer

Opinionated text often involves attributes such as authorship and location that influence the sentiments expressed for different aspects. We posit that structural and semantic correspondence is both prevalent in opinionated text, especially…

Computation and Language · Computer Science 2019-11-26 Zhe Zhang , Munindar P. Singh

Recent approaches to automatically detect the speaker of an utterance of direct speech often disregard general information about characters in favor of local information found in the context, such as surrounding mentions of entities. In…

Computation and Language · Computer Science 2024-01-31 Gaspard Michel , Elena V. Epure , Romain Hennequin , Christophe Cerisara

The prerequisite of many approaches to authorship analysis is a representation of writing style. But despite decades of research, it still remains unclear to what extent commonly used and widely accepted representations like character…

Computation and Language · Computer Science 2020-06-01 Sebastian Bischoff , Niklas Deckers , Marcel Schliebs , Ben Thies , Matthias Hagen , Efstathios Stamatatos , Benno Stein , Martin Potthast

We present a new dataset with the goal of advancing image style transfer - the task of rendering one image in the style of another image. The dataset covers various content and style images of different size and contains 10.000 stylizations…

Computer Vision and Pattern Recognition · Computer Science 2024-12-24 Victor Kitov , Valentin Abramov , Mikhail Akhtyrchenko

Texts exhibit considerable stylistic variation. This paper reports an experiment where a corpus of documents (N= 75 000) is analyzed using various simple stylistic metrics. A subset (n = 1000) of the corpus has been previously assessed to…

cmp-lg · Computer Science 2008-02-03 Jussi Karlgren

Textual deception constitutes a major problem for online security. Many studies have argued that deceptiveness leaves traces in writing style, which could be detected using text classification techniques. By conducting an extensive…

Computation and Language · Computer Science 2019-02-27 Tommi Gröndahl , N. Asokan

Authorship attribution (AA), which is the task of finding the owner of a given text, is an important and widely studied research topic with many applications. Recent works have shown that deep learning methods could achieve significant…

Computation and Language · Computer Science 2021-03-23 Zhiqiang Hu , Roy Ka-Wei Lee , Lei Wang , Ee-Peng Lim , Bo Dai

Every natural text is written in some style. Style is formed by a complex combination of different stylistic factors, including formality markers, emotions, metaphors, etc. One cannot form a complete understanding of a text without…

Computation and Language · Computer Science 2021-06-03 Dongyeop Kang , Eduard Hovy

We introduce a data-centric hypothesis-testing framework to quantify the influence of sequentially correlated literary properties--such as thematic continuity--on textual classification tasks. Our method models label sequences as stochastic…

Computation and Language · Computer Science 2025-04-25 Gideon Yoffe , Nachum Dershowitz , Ariel Vishne , Barak Sober

Although text style transfer has witnessed rapid development in recent years, there is as yet no established standard for evaluation, which is performed using several automatic metrics, lacking the possibility of always resorting to human…

Computation and Language · Computer Science 2022-04-18 Huiyuan Lai , Jiali Mao , Antonio Toral , Malvina Nissim

Text-to-image diffusion models have shown unprecedented generative capability, but their ability to produce undesirable concepts (e.g.~pornographic content, sensitive identities, copyrighted styles) poses serious concerns for privacy,…

Computer Vision and Pattern Recognition · Computer Science 2025-05-30 Finn Carter