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Existing research on Authorship Attribution (AA) focuses on texts for which a lot of data is available (e.g novels), mainly in English. We approach AA via Authorship Verification on short Italian texts in two novel datasets, and analyze the…

Computation and Language · Computer Science 2020-11-17 Gaetana Ruggiero , Albert Gatt , Malvina Nissim

AA is the process of attributing an unidentified document to its true author from a predefined group of known candidates, each possessing multiple samples. The nature of AA necessitates accommodating emerging new authors, as each individual…

Information Retrieval · Computer Science 2024-08-20 Mostafa Rahgouy , Hamed Babaei Giglou , Mehnaz Tabassum , Dongji Feng , Amit Das , Taher Rahgooy , Gerry Dozier , Cheryl D. Seals

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

In this work, we employ quantitative methods from the realm of statistics and machine learning to develop novel methodologies for author attribution and textual analysis. In particular, we develop techniques and software suitable for…

Computation and Language · Computer Science 2014-05-06 James Brofos , Ajay Kannan , Rui Shu

Authorship Attribution (AA) and Authorship Obfuscation (AO) are two competing tasks of increasing importance in privacy research. Modern AA leverages an author's consistent writing style to match a text to its author using an AA classifier.…

Computation and Language · Computer Science 2024-02-02 Eric Xing , Saranya Venkatraman , Thai Le , Dongwon Lee

The Questio de aqua et terra is a cosmological treatise traditionally attributed to Dante Alighieri. However, the authenticity of this text is controversial, due to discrepancies with Dante's established works and to the absence of…

Computation and Language · Computer Science 2025-01-13 Martina Leocata , Alejandro Moreo , Fabrizio Sebastiani

Authorship analysis (AA) is the study of unveiling the hidden properties of authors from a body of exponentially exploding textual data. It extracts an author's identity and sociolinguistic characteristics based on the reflected writing…

Computation and Language · Computer Science 2016-06-06 Steven H. H. Ding , Benjamin C. M. Fung , Farkhund Iqbal , William K. Cheung

As Large Language Models (LLMs) have reached human-like fluency and coherence, distinguishing machine-generated text (MGT) from human-written content becomes increasingly difficult. While early efforts in MGT detection have focused on…

Computation and Language · Computer Science 2025-08-05 Lucio La Cava , Dominik Macko , Róbert Móro , Ivan Srba , Andrea Tagarelli

Two interlocking research questions of growing interest and importance in privacy research are Authorship Attribution (AA) and Authorship Obfuscation (AO). Given an artifact, especially a text t in question, an AA solution aims to…

Computation and Language · Computer Science 2023-03-14 Adaku Uchendu , Thai Le , Dongwon Lee

In this paper, we introduce an authorship attribution method called Authorial Language Models (ALMs) that involves identifying the most likely author of a questioned document based on the perplexity of the questioned document calculated for…

Computation and Language · Computer Science 2024-02-14 Weihang Huang , Akira Murakami , Jack Grieve

As AI writing tools become widespread, we need to understand how both humans and machines evaluate literary style, a domain where objective standards are elusive and judgments are inherently subjective. We conducted controlled experiments…

Artificial Intelligence · Computer Science 2025-10-13 Wouter Haverals , Meredith Martin

Recently, there has been a rise in the development of powerful pre-trained natural language models, including GPT-2, Grover, and XLM. These models have shown state-of-the-art capabilities towards a variety of different NLP tasks, including…

Computation and Language · Computer Science 2022-03-21 Keenan Jones , Jason R. C. Nurse , Shujun Li

Existing research in computational authorship attribution (AA) has primarily focused on attribution tasks with a limited number of authors in a closed-set configuration. This restricted set-up is far from being realistic in dealing with…

Computation and Language · Computer Science 2019-12-19 Sarkhan Badirli , Mary Borgo Ton , Abdulmecit Gungor , Murat Dundar

In addition to being a widely recognised novelist, Milan Kundera has also authored three pieces for theatre: The Owners of the Keys (Majitel\'e kl\'i\v{c}\r{u}, 1961), The Blunder (Pt\'akovina, 1967), and Jacques and his Master (Jakub a…

Computation and Language · Computer Science 2024-01-17 Lenka Jungmannová , Petr Plecháč

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

It is well known that, within the Latin production of written text, peculiar metric schemes were followed not only in poetic compositions, but also in many prose works. Such metric patterns were based on so-called syllabic quantity, i.e.,…

Computation and Language · Computer Science 2021-10-28 Silvia Corbara , Alejandro Moreo , Fabrizio Sebastiani

Training data attribution (TDA) for music generation must answer two questions that copyright analysis requires, namely which training songs influence a generated output and along which musical aspects the influence operates. Existing…

Sound · Computer Science 2026-05-18 Changheon Han , Ashkan Panahi , Kıvanç Tatar

This paper is our attempt at answering a twofold question covering the areas of ethics and authorship analysis. Firstly, since the methods used for performing authorship analysis imply that an author can be recognized by the content he or…

Computation and Language · Computer Science 2022-07-20 Jagna Nieuwazny , Karol Nowakowski , Michal Ptaszynski , Fumito Masui

The diffusion of artificial intelligence, particularly generative models, is expected to transform labor markets in uneven ways across sectors, territories, and social groups. This paper proposes a methodological framework to estimate the…

Computers and Society · Computer Science 2026-05-06 Antoni Mestre , Xavier Naya , Manoli Albert , Vicente Pelechano

Summit work of the Spanish Golden Age and forefather of the so-called picaresque novel, The Life of Lazarillo de Tormes and of His Fortunes and Adversities still remains an anonymous text. Although distinguished scholars have tried to…

Computation and Language · Computer Science 2016-11-17 Javier de la Rosa , Juan-Luis Suárez
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