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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

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…

计算与语言 · 计算机科学 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…

信息检索 · 计算机科学 2019-01-03 Oren Halvani , Christian Winter , Lukas Graner

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…

机器学习 · 计算机科学 2024-10-30 Silvia Corbara , Alejandro Moreo

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…

机器学习 · 计算机科学 2022-08-25 Maximilian Stubbemann , Gerd Stumme

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…

计算与语言 · 计算机科学 2026-04-16 Andrea Nini , Oren Halvani , Lukas Graner , Sophie Titze , Valerio Gherardi , Shunichi Ishihara

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…

计算与语言 · 计算机科学 2021-07-02 Oren Halvani , Lukas Graner

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…

计算与语言 · 计算机科学 2025-02-11 Sahana Ramnath , Kartik Pandey , Elizabeth Boschee , Xiang Ren

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 (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…

计算与语言 · 计算机科学 2026-04-01 Baoyi Zeng , Andrea Nini

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…

计算与语言 · 计算机科学 2022-10-06 Jacob Tyo , Bhuwan Dhingra , Zachary C. Lipton

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…

计算与语言 · 计算机科学 2018-03-20 Marjan Hosseinia , Arjun Mukherjee

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…

计算与语言 · 计算机科学 2021-03-15 Yifan Zhang , Dainis Boumber , Marjan Hosseinia , Fan Yang , Arjun Mukherjee

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…

计算与语言 · 计算机科学 2024-07-30 Jitkapat Sawatphol , Can Udomcharoenchaikit , Sarana Nutanong

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…

计算与语言 · 计算机科学 2021-06-22 Benedikt Boenninghoff , Dorothea Kolossa , Robert M. Nickel

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…

计算与语言 · 计算机科学 2020-08-25 Benedikt Boenninghoff , Julian Rupp , Robert M. Nickel , Dorothea Kolossa

Style analysis, which is relatively a less explored topic, enables several interesting applications. For instance, it allows authors to adjust their writing style to produce a more coherent document in collaboration. Similarly, style…

计算与语言 · 计算机科学 2023-03-03 Muhammad Tayyab Zamir , Muhammad Asif Ayub , Jebran Khan , Muhammad Jawad Ikram , Nasir Ahmad , Kashif Ahmad

Handwritten document analysis is an area of forensic science, with the goal of establishing authorship of documents through examination of inherent characteristics. Law enforcement agencies use standard protocols based on manual processing…

计算机视觉与模式识别 · 计算机科学 2024-01-17 Eleonora Breci , Luca Guarnera , Sebastiano Battiato

This paper proposes to perform authorship analysis using the Fast Compression Distance (FCD), a similarity measure based on compression with dictionaries directly extracted from the written texts. The FCD computes a similarity between two…

计算与语言 · 计算机科学 2014-02-17 Daniele Cerra , Mihai Datcu , Peter Reinartz

Authorship analysis is an important subject in the field of natural language processing. It allows the detection of the most likely writer of articles, news, books, or messages. This technique has multiple uses in tasks related to…

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