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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

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…

Machine Learning · Computer Science 2019-06-26 Oren Halvani , Christian Winter , 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

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

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

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

Document image has been the area of research for a couple of decades because of its potential application in the area of text recognition, line recognition or any other shape recognition from the image. For most of these purposes…

Computer Vision and Pattern Recognition · Computer Science 2015-02-02 Mahua Nandy , Satadal Saha

Binary code authorship identification determines authors of a binary program. Existing techniques have used supervised machine learning for this task. In this paper, we look this problem from an attacker's perspective. We aim to modify a…

Cryptography and Security · Computer Science 2018-11-08 Xiaozhu Meng , Barton P. Miller , Somesh Jha

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 attribution mainly deals with undecided authorship of literary texts. Authorship attribution is useful in resolving issues like uncertain authorship, recognize authorship of unknown texts, spot plagiarism so on. Statistical…

Digital Libraries · Computer Science 2013-10-21 M. Sudheep Elayidom , Chinchu Jose , Anitta Puthussery , Neenu K Sasi

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

This paper is the result of a two month research internship on the topic of library version identification. In this paper, ideas and techniques from literature in the area of binary comparison and fingerprinting are outlined and applied to…

Cryptography and Security · Computer Science 2017-03-02 Thomas Rinsma

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

Binarization plays a key role in the automatic information retrieval from document images. This process is usually performed in the first stages of documents analysis systems, and serves as a basis for subsequent steps. Hence it has to be…

Computer Vision and Pattern Recognition · Computer Science 2018-09-07 Jorge Calvo-Zaragoza , Antonio-Javier Gallego

Responsible use of Authorship Verification (AV) systems not only requires high accuracy but also interpretable solutions. More importantly, for systems to be used to make decisions with real-world consequences requires the model's…

Computation and Language · Computer Science 2025-10-08 Peter Zeng , Pegah Alipoormolabashi , Jihu Mun , Gourab Dey , Nikita Soni , Niranjan Balasubramanian , Owen Rambow , H. Schwartz

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) 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 investigate the effects on authorship identification tasks of a fundamental shift in how to conceive the vectorial representations of documents that are given as input to a supervised learner. In ``classic'' authorship analysis a feature…

Machine Learning · Computer Science 2023-01-25 Silvia Corbara , Alejandro Moreo , Fabrizio Sebastiani

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

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
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