Authorship Attribution

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

1 dataset whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

1 subtask in the archive's task tree.

Most implemented papers archive 2025-07-28

30 shown of 62 papers with code (212 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• TURINGBENCH: A Benchmark Environment for Turing Test in the Age of Neural Text Generation
  27 Sep 2021 3 repositories listed Syntology ran 0 of 7 samples · 7 unverified
  Recent progress in generative language models has enabled machines to generate astonishingly realistic texts.
• Character-level and Multi-channel Convolutional Neural Networks for Large-scale Authorship Attribution
  21 Sep 2016 3 repositories listed
  Convolutional neural networks (CNNs) have demonstrated superior capability for extracting information from raw signals in computer vision.
• Sentence Embedding Models for Ancient Greek Using Multilingual Knowledge Distillation
  24 Aug 2023 2 repositories listed
  In this work, we use a multilingual knowledge distillation approach to train BERT models to produce sentence embeddings for Ancient Greek text.
• Higher Criticism for Discriminating Word-Frequency Tables and Testing Authorship
  30 Oct 2019 2 repositories listed
  We apply this measure to authorship attribution challenges, where the goal is to identify the author of a document using other documents whose authorship is known.
• Task-Informed Anti-Curriculum by Masking Improves Downstream Performance on Text
  18 Feb 2025 1 repository listed
  In this paper, we propose to adjust the masking ratio and to decide which tokens to mask based on a novel task-informed anti-curriculum learning scheme.
• Open or Closed LLM for Lesser-Resourced Languages? Lessons from Greek
  22 Jan 2025 1 repository listed
  Natural Language Processing (NLP) for lesser-resourced languages faces persistent challenges, including limited datasets, inherited biases from high-resource languages, and the need for domain-specific solutions.
• MATCHED: Multimodal Authorship-Attribution To Combat Human Trafficking in Escort-Advertisement Data
  18 Dec 2024 1 repository listed
  Human trafficking (HT) remains a critical issue, with traffickers increasingly leveraging online escort advertisements (ads) to advertise victims anonymously.
• OCEAN: Open-World Contrastive Authorship Identification
  6 Dec 2024 1 repository listed
  In an era where cyberattacks increasingly target the software supply chain, the ability to accurately attribute code authorship in binary files is critical to improving cybersecurity measures.
• Decoding MIE: A Novel Dataset Approach Using Topic Extraction and Affiliation Parsing
  6 Oct 2024 1 repository listed
  This study introduces a novel dataset derived from the Medical Informatics Europe (MIE) Conference proceedings, addressing the need for sophisticated analytical tools in the field.
• Towards Effective Authorship Attribution: Integrating Class-Incremental Learning
  12 Aug 2024 1 repository listed
  However, current AA benchmarks commonly overlook this uniqueness and frame the problem as a closed-world classification, assuming a fixed number of authors throughout the system's lifespan and neglecting the inclusion…
• Figuratively Speaking: Authorship Attribution via Multi-Task Figurative Language Modeling
  12 Jun 2024 1 repository listed
  Accordingly, we propose a Multi-task Figurative Language Model (MFLM) that learns to detect multiple FL features in text at once.
• On the Origin of Llamas: Model Tree Heritage Recovery
  28 May 2024 1 repository listed Syntology ran 0 of 2 samples · 2 unverified · 2 pointer-only (licence)
  However, this information is underutilized as the weights are uninterpretable, and publicly available models are disorganized.
• Silencing the Risk, Not the Whistle: A Semi-automated Text Sanitization Tool for Mitigating the Risk of Whistleblower Re-Identification
  2 May 2024 1 repository listed
  Such an approach, however, is inadequate for the whistleblowing scenario since it neglects further re-identification potential in textual features, including writing style.
• Can Large Language Models Identify Authorship?
  13 Mar 2024 1 repository listed
  (3) Can LLMs provide explainability in authorship analysis, particularly through the role of linguistic features?
• ALISON: Fast and Effective Stylometric Authorship Obfuscation
  1 Feb 2024 1 repository listed Syntology ran 0 of 2 samples · 2 unverified · 2 pointer-only (licence)
  AO is the corresponding adversarial task, aiming to modify a text in such a way that its semantics are preserved, yet an AA model cannot correctly infer its authorship.
• A ripple in time: a discontinuity in American history
  2 Dec 2023 1 repository listed
  In this technical note we suggest a novel approach to discover temporal (related and unrelated to language dilation) and personality (authorship attribution) aspects in historical datasets.
• Can Authorship Attribution Models Distinguish Speakers in Speech Transcripts?
  13 Nov 2023 1 repository listed
  Authorship verification is the task of determining if two distinct writing samples share the same author and is typically concerned with the attribution of written text.
• Explainable Authorship Identification in Cultural Heritage Applications: Analysis of a New Perspective
  3 Nov 2023 1 repository listed
  While a substantial amount of work has recently been devoted to enhance the performance of computational Authorship Identification (AId) systems, little to no attention has been paid to endowing AId systems with the…
• Detection of news written by the ChatGPT through authorship attribution performed by a Bidirectional LSTM model
  25 Oct 2023 1 repository listed
  The large language based-model chatbot ChatGPT gained a lot of popularity since its launch and has been used in a wide range of situations.
• GPT-who: An Information Density-based Machine-Generated Text Detector
  9 Oct 2023 1 repository listed
  We examine if this UID principle can help capture differences between Large Language Models (LLMs)-generated and human-generated texts.
• The Many Voices of Duying: Revisiting the Disputed Essays Between Lu Xun and Zhou Zuoren
  30 Sep 2023 1 repository listed
  Moreover, 'People of Yue, Forget Not Your Ancestors' Instructions' seems to be either predominantly authored or extensively revised by Lu Xun given its notable stylistic similarities to 'Looking at the Land of Yue,' a…
• TOPFORMER: Topology-Aware Authorship Attribution of Deepfake Texts with Diverse Writing Styles
  22 Sep 2023 1 repository listed
  We propose TopFormer to improve existing AA solutions by capturing more linguistic patterns in deepfake texts by including a Topological Data Analysis (TDA) layer in the Transformer-based model.
• ICLEF: In-Context Learning with Expert Feedback for Explainable Style Transfer
  15 Sep 2023 1 repository listed
  Via automatic and human evaluation, we show that specialized student models fine-tuned on our datasets outperform generalist teacher models on the explainable style transfer task in one-shot settings, and perform…
• Can Authorship Representation Learning Capture Stylistic Features?
  22 Aug 2023 1 repository listed
  Automatically disentangling an author's style from the content of their writing is a longstanding and possibly insurmountable problem in computational linguistics.
• Neural Authorship Attribution: Stylometric Analysis on Large Language Models
  14 Aug 2023 1 repository listed
  Large language models (LLMs) such as GPT-4, PaLM, and Llama have significantly propelled the generation of AI-crafted text.
• Automatic Authorship Attribution in the Work of Tirso de Molina
  1 Apr 2023 1 repository listed
  Automatic Authorship Attribution (AAA) is the result of applying tools and techniques from Digital Humanities to authorship attribution studies.
• Same or Different? Diff-Vectors for Authorship Analysis
  24 Jan 2023 1 repository listed
  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.
• Unsigned Play by Milan Kundera? An Authorship Attribution Study
  19 Dec 2022 1 repository listed
  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…
• Cracking Double-Blind Review: Authorship Attribution with Deep Learning
  14 Nov 2022 1 repository listed
  In this work, we present a transformer-based, neural-network architecture that only uses the text content and the author names in the bibliography to attribute an anonymous manuscript to an author.
• A comparison of several AI techniques for authorship attribution on Romanian texts
  9 Nov 2022 1 repository listed
  Determining the author of a text is a difficult task.

Syntology lines on 3 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.