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Over the years there has been ongoing interest in detecting authorship of a text based on statistical properties of the text, such as by using occurrence rates of noncontextual words. In previous work, these techniques have been used, for…

计算与语言 · 计算机科学 2024-03-21 Todd K Moon , Jacob H. Gunther

The task of deciding whether two documents are written by the same author is challenging for both machines and humans. This task is even more challenging when the two documents are written about different topics (e.g. baseball vs. politics)…

计算与语言 · 计算机科学 2024-08-12 Steven Fincke , Elizabeth Boschee

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…

计算与语言 · 计算机科学 2023-01-03 Zhiqiang Hu , Roy Ka-Wei Lee , Charu C. Aggarwal , Aston Zhang

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…

计算机视觉与模式识别 · 计算机科学 2025-03-28 Mingkun Lei , Xue Song , Beier Zhu , Hao Wang , Chi Zhang

Large Language Models (LLMs) are increasingly embedded in academic writing practices. Although numerous studies have explored how researchers employ these tools for scientific writing, their concrete implementation, limitations, and design…

人机交互 · 计算机科学 2025-12-15 Brenda Nogueira , Werner Geyer , Andrew Anderson , Toby Jia-Jun Li , Dongwhi Kim , Nuno Moniz , Nitesh V. Chawla

Recent state-of-the-art authorship attribution methods learn authorship representations of texts in a latent, non-interpretable space, hindering their usability in real-world applications. Our work proposes a novel approach to interpreting…

计算与语言 · 计算机科学 2024-09-12 Milad Alshomary , Narutatsu Ri , Marianna Apidianaki , Ajay Patel , Smaranda Muresan , Kathleen McKeown

Compression models represent an interesting approach for different classification tasks and have been used widely across many research fields. We adapt compression models to the field of authorship verification (AV), a branch of digital…

信息检索 · 计算机科学 2017-06-05 Oren Halvani , Christian Winter , Lukas Graner

Prior work in style-controlled text generation has focused on tasks such as emulating the style of prolific literary authors, producing formal or informal text, and mitigating toxicity of generated text. Plentiful demonstrations of these…

计算与语言 · 计算机科学 2024-03-05 Aleem Khan , Andrew Wang , Sophia Hager , Nicholas Andrews

Text style transfer aims to controllably generate text with targeted stylistic changes while maintaining core meaning from the source sentence constant. Many of the existing style transfer benchmarks primarily focus on individual high-level…

The rapid adoption of generative AI tools has heightened concerns regarding academic integrity, as students increasingly engage in dishonest practices by copying or paraphrasing AI-generated content. Existing plagiarism detection systems,…

人机交互 · 计算机科学 2026-04-15 Atharva Mehta , Rajesh Kumar , Aman Singla , Kartik Bisht , Yaman Kumar Singla , Rajiv Ratn Shah

The difficulty of textual style transfer lies in the lack of parallel corpora. Numerous advances have been proposed for the unsupervised generation. However, significant problems remain with the auto-evaluation of style transfer tasks.…

计算与语言 · 计算机科学 2019-10-11 Richard Yuanzhe Pang

The increasing reliance on large language models (LLMs) in academic writing has led to a rise in plagiarism. Existing AI-generated text classifiers have limited accuracy and often produce false positives. We propose a novel approach using…

计算与语言 · 计算机科学 2023-06-16 Mujahid Ali Quidwai , Chunhui Li , Parijat Dube

This article explores the zero-shot performance of state-of-the-art large language models (LLMs) on one of the most challenging tasks in authorship analysis: sentence-level style change detection. Benchmarking four LLMs on the official…

计算与语言 · 计算机科学 2025-09-05 Johannes Römisch , Svetlana Gorovaia , Mariia Halchynska , Gleb Schmidt , Ivan P. Yamshchikov

Controlling styles in neural machine translation (NMT) has attracted wide attention, as it is crucial for enhancing user experience. Earlier studies on this topic typically concentrate on regulating the level of formality and achieve some…

计算与语言 · 计算机科学 2023-05-30 Yifan Wang , Zewei Sun , Shanbo Cheng , Weiguo Zheng , Mingxuan Wang

Recent advances in large language models have created new opportunities for stylometry, the study of writing styles and authorship. Two challenges, however, remain central: training generative models when no paired data exist, and…

计算与语言 · 计算机科学 2025-11-26 Mosab Rezaei , Mina Rajaei Moghadam , Abdul Rahman Shaikh , Hamed Alhoori , Reva Freedman

Plagiarism is the practice of claiming to be someone else content, thoughts or ideas as one own without any proper credit and citations. This paper is a survey paper that, represent the some of the great research paper and its comparison…

计算与语言 · 计算机科学 2022-07-01 Jabir Al Nahian , Abu Kaisar Mohammad Masum

Authorship verification (AV) is a fundamental task in natural language processing (NLP) and computational linguistics, with applications in forensic analysis, plagiarism detection, and identification of deceptive content. Existing AV…

计算与语言 · 计算机科学 2023-10-13 Chia-Yu Hung , Zhiqiang Hu , Yujia Hu , Roy Ka-Wei Lee

Authorship verification is the task of determining if two distinct writing samples share the same author and is typically concerned with the attribution of written text. In this paper, we explore the attribution of transcribed speech, which…

计算与语言 · 计算机科学 2025-05-19 Cristina Aggazzotti , Nicholas Andrews , Elizabeth Allyn Smith

Authorship verification (AV) is a research subject in the field of digital text forensics that concerns itself with the question, whether two documents have been written by the same person. During the past two decades, an increasing number…

机器学习 · 计算机科学 2019-06-26 Oren Halvani , Christian Winter , Lukas Graner

Attribute-controlled text rewriting, also known as text style-transfer, has a crucial role in regulating attributes and biases of textual training data and a machine generated text. In this work we present SimpleStyle, a minimalist yet…

计算与语言 · 计算机科学 2022-12-23 Elron Bandel , Yoav Katz , Noam Slonim , Liat Ein-Dor