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A central problem that has been researched for many years in the field of digital text forensics is the question whether two documents were written by the same author. Authorship verification (AV) is a research branch in this field that…

Computation and Language · Computer Science 2020-07-09 Oren Halvani , Lukas Graner , Roey Regev

Retrieving indexed documents, not by their topical content but their writing style opens the door for a number of applications in information retrieval (IR). One application is to retrieve textual content of a certain author X, where the…

Information Retrieval · Computer Science 2019-01-03 Oren Halvani , Christian Winter , Lukas Graner

Authorship verification (AV) is a fundamental research task in digital text forensics, which addresses the problem of whether two texts were written by the same person. In recent years, a variety of AV methods have been proposed that focus…

Computation and Language · Computer Science 2021-07-02 Oren Halvani , Lukas Graner

Authorship Verification (AV) is a key area of research in digital text forensics, which addresses the fundamental question of whether two texts were written by the same person. Numerous computational approaches have been proposed over the…

Computation and Language · Computer Science 2026-04-16 Andrea Nini , Oren Halvani , Lukas Graner , Sophie Titze , Valerio Gherardi , Shunichi Ishihara

As human-AI collaboration becomes increasingly prevalent in educational contexts, understanding and measuring the extent and nature of such interactions pose significant challenges. This research investigates the use of authorship…

Computation and Language · Computer Science 2025-09-09 Eduardo Araujo Oliveira , Madhavi Mohoni , Sonsoles López-Pernas , Mohammed Saqr

The automatic verification of document authorships is important in various settings. Researchers are for example judged and compared by the amount and impact of their publications and public figures are confronted by their posts on social…

Machine Learning · Computer Science 2022-08-25 Maximilian Stubbemann , Gerd Stumme

Authorship verification (AV), the task of determining whether a questioned text was written by a specific individual, is a critical part of forensic linguistics. While manual authorial impersonation by perpetrators has long been a…

Computation and Language · Computer Science 2026-04-01 Baoyi Zeng , Andrea Nini

Authorship Verification (AV) is a text classification task concerned with inferring whether a candidate text has been written by one specific author or by someone else. It has been shown that many AV systems are vulnerable to adversarial…

Machine Learning · Computer Science 2024-10-30 Silvia Corbara , Alejandro Moreo

Authorship Verification (AV) (do two documents have the same author?) is essential in many real-life applications. AV is often used in privacy-sensitive domains that require an offline proprietary model that is deployed on premises, making…

Computation and Language · Computer Science 2025-02-11 Sahana Ramnath , Kartik Pandey , Elizabeth Boschee , Xiang Ren

We are addressing two fundamental problems in authorship verification (AV): Topic variability and miscalibration. Variations in the topic of two disputed texts are a major cause of error for most AV systems. In addition, it is observed that…

Computation and Language · Computer Science 2021-06-22 Benedikt Boenninghoff , Dorothea Kolossa , Robert M. Nickel

Despite decades of research on authorship attribution (AA) and authorship verification (AV), inconsistent dataset splits/filtering and mismatched evaluation methods make it difficult to assess the state of the art. In this paper, we present…

Computation and Language · Computer Science 2022-10-06 Jacob Tyo , Bhuwan Dhingra , Zachary C. Lipton

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…

Computation and Language · Computer Science 2023-10-13 Chia-Yu Hung , Zhiqiang Hu , Yujia Hu , Roy Ka-Wei Lee

We propose an unsupervised solution to the Authorship Verification task that utilizes pre-trained deep language models to compute a new metric called DV-Distance. The proposed metric is a measure of the difference between the two authors…

Computation and Language · Computer Science 2021-03-15 Yifan Zhang , Dainis Boumber , Marjan Hosseinia , Fan Yang , Arjun Mukherjee

Authorship verification (AV) is the task of determining whether two texts were written by the same author and has been studied extensively, predominantly for English data. In contrast, large-scale benchmarks and systematic evaluations for…

Computation and Language · Computer Science 2026-04-24 Lotta Kiefer , Christoph Leiter , Sotaro Takeshita , Elena Schmidt , Steffen Eger

Linguistic style is an integral component of language. Recent advances in the development of style representations have increasingly used training objectives from authorship verification (AV): Do two texts have the same author? The…

Computation and Language · Computer Science 2022-04-12 Anna Wegmann , Marijn Schraagen , Dong Nguyen

Authorship verification (AV) aims to identify whether a pair of texts has the same author. We address the challenge of evaluating AV models' robustness against topic shifts. The conventional evaluation assumes minimal topic overlap between…

Computation and Language · Computer Science 2024-07-30 Jitkapat Sawatphol , Can Udomcharoenchaikit , Sarana Nutanong

Authorship Identification techniques are used to identify the most appropriate author from group of potential suspects of online messages and find evidences to support the conclusion. Cybercriminals make misuse of online communication for…

Computers and Society · Computer Science 2014-02-20 Smita Nirkhi , R. V. Dharaskar

We propose two models for a special case of authorship verification problem. The task is to investigate whether the two documents of a given pair are written by the same author. We consider the authorship verification problem for both small…

Computation and Language · Computer Science 2018-03-20 Marjan Hosseinia , Arjun Mukherjee

Large Language Models (LLMs) have demonstrated remarkable proficiency in a wide range of NLP tasks. However, when it comes to authorship verification (AV) tasks, which involve determining whether two given texts share the same authorship,…

Computation and Language · Computer Science 2024-07-19 Yujia Hu , Zhiqiang Hu , Chun-Wei Seah , Roy Ka-Wei Lee

The PAN 2020 authorship verification (AV) challenge focuses on a cross-topic/closed-set AV task over a collection of fanfiction texts. Fanfiction is a fan-written extension of a storyline in which a so-called fandom topic describes the…

Computation and Language · Computer Science 2020-08-25 Benedikt Boenninghoff , Julian Rupp , Robert M. Nickel , Dorothea Kolossa
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