On the state of the art in authorship attribution and authorship verification

J Tyo, B Dhingra, ZC Lipton - arXiv preprint arXiv:2209.06869, 2022 - arxiv.org
Despite decades of research on authorship attribution (AA) and authorship verification (AV),
inconsistent dataset splits/filtering and mismatched evaluation methods make it difficult to …

Overview of PAN 2024: Multi-author Writing Style Analysis, Multilingual Text Detoxification, Oppositional Thinking Analysis, and Generative AI Authorship Verification …

AA Ayele, N Babakov, J Bevendorff, XB Casals… - … Conference of the Cross …, 2024 - Springer
The goal of the PAN lab is to advance the state of the art in text forensics and stylometry
through an objective evaluation of new and established methods on new benchmark …

Overview of the “voight-kampff” generative AI authorship verification task at PAN and ELOQUENT 2024

J Bevendorff, M Wiegmann, J Karlgren… - 25th Working Notes of …, 2024 - diva-portal.org
Abstract The “Voight-Kampff” Generative AI Authorship Verification task aims to determine
whether a text was generated by an AI or written by a human. As in its fictional inspiration, 1 …

Machine learning methods for stylometry

J Savoy - Cham: Springer, 2020 - Springer
With the recent progress made in network and computing technology, the ubiquity of data,
and textual repositories freely available, the scientific practice evolves towards a more data …

[HTML][HTML] Interpol review of questioned documents 2016–2019

CM Deviterne-Lapeyre - Forensic Science International: Synergy, 2020 - Elsevier
This review paper covers the forensic-relevant literature in questioned documents from 2016
to 2019 as a part of the 19th Interpol International Forensic Science Managers Symposium …

Similarity learning for authorship verification in social media

B Boenninghoff, RM Nickel, S Zeiler… - ICASSP 2019-2019 …, 2019 - ieeexplore.ieee.org
Authorship verification tries to answer the question if two documents with unknown authors
were written by the same author or not. A range of successful technical approaches has …

Assessing the applicability of authorship verification methods

O Halvani, C Winter, L Graner - … of the 14th International Conference on …, 2019 - dl.acm.org
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 …

Improving author verification based on topic modeling

N Potha, E Stamatatos - Journal of the Association for …, 2019 - Wiley Online Library
Authorship analysis attempts to reveal information about authors of digital documents
enabling applications in digital humanities, text forensics, and cyber‐security. Author …

Authorship verification in the absence of explicit features and thresholds

O Halvani, L Graner, I Vogel - … Retrieval: 40th European Conference on IR …, 2018 - Springer
Enhancing information retrieval systems with the ability to take the writing style of people into
account opens the door for a number of applications. For example, one can link articles by …

[PDF][PDF] BaselineAvengers at PAN 2024: often-forgotten baselines for LLM-generated text detection

L Lorenz, FZ Aygüler, F Schlatt… - Working Notes of …, 2024 - ceur-ws.org
The rapid advancements of Large Language Models (LLMs) make it increasingly
challenging to distinguish between human-written and machine-generated texts, which …