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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 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 ability to accurately identify authorship is crucial for verifying content authenticity and mitigating misinformation. Large Language Models (LLMs) have demonstrated an exceptional capacity for reasoning and problem-solving. However,…

计算与语言 · 计算机科学 2024-10-23 Baixiang Huang , Canyu Chen , Kai Shu

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…

计算与语言 · 计算机科学 2016-06-06 Steven H. H. Ding , Benjamin C. M. Fung , Farkhund Iqbal , William K. Cheung

Accurate attribution of authorship is crucial for maintaining the integrity of digital content, improving forensic investigations, and mitigating the risks of misinformation and plagiarism. Addressing the imperative need for proper…

计算机与社会 · 计算机科学 2026-05-27 Baixiang Huang , Canyu Chen , Kai Shu

The widespread adoption of generative artificial intelligence (GenAI) tools in higher education has fundamentally altered the conditions under which academic work is produced, challenging long-standing assumptions about authorship,…

计算机与社会 · 计算机科学 2026-04-07 David M. Pereira

The task of writer verification is to provide a likelihood score for whether the queried and known handwritten image samples belong to the same writer or not. Such a task calls for the neural network to make it's outcome interpretable, i.e.…

计算机视觉与模式识别 · 计算机科学 2021-05-06 Mohammad Abuzar Shaikh , Tiehang Duan , Mihir Chauhan , Sargur Srihari

Authorship attribution refers to the task of automatically determining the author based on a given sample of text. It is a problem with a long history and has a wide range of application. Building author profiles using language models is…

计算与语言 · 计算机科学 2016-02-25 Zhenhao Ge , Yufang Sun

Large language models (LLMs) such as GPT-4, PaLM, and Llama have significantly propelled the generation of AI-crafted text. With rising concerns about their potential misuse, there is a pressing need for AI-generated-text forensics. Neural…

计算与语言 · 计算机科学 2023-08-15 Tharindu Kumarage , Huan Liu

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…

数字图书馆 · 计算机科学 2013-10-21 M. Sudheep Elayidom , Chinchu Jose , Anitta Puthussery , Neenu K Sasi

Authorship identification is a process in which the author of a text is identified. Most known literary texts can easily be attributed to a certain author because they are, for example, signed. Yet sometimes we find unfinished pieces of…

计算与语言 · 计算机科学 2019-12-24 Rahul Radhakrishnan Iyer , Carolyn Penstein Rose

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…

计算与语言 · 计算机科学 2022-03-21 Keenan Jones , Jason R. C. Nurse , Shujun Li

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…

计算与语言 · 计算机科学 2022-04-12 Anna Wegmann , Marijn Schraagen , Dong Nguyen

Without accurate transcription of numerical data in scientific documents, a scientist cannot draw accurate conclusions. Unfortunately, the process of copying numerical data from one paper to another is prone to human error. In this paper,…

计算与语言 · 计算机科学 2023-06-14 Gyungin Shin , Weidi Xie , Samuel Albanie

Writer identification (writer-id), an important field in biometrics, aims to identify a writer by their handwriting. Identification in existing writer-id studies requires a complete document or text, limiting the scalability and flexibility…

计算机视觉与模式识别 · 计算机科学 2021-12-07 Zelin Chen , Hong-Xing Yu , Ancong Wu , Wei-Shi Zheng

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…

计算与语言 · 计算机科学 2020-11-17 Gaetana Ruggiero , Albert Gatt , Malvina Nissim

Authorship analysis plays an important role in diverse domains, including forensic linguistics, academia, cybersecurity, and digital content authentication. This paper presents a systematic literature review on two key sub-tasks of…

计算与语言 · 计算机科学 2025-05-22 Nudrat Habib , Tosin Adewumi , Marcus Liwicki , Elisa Barney

A lot of scientific works are published in different areas of science, technology, engineering and mathematics. It is not easy, even for experts, to judge the quality of authors, papers and venues (conferences and journals). An objective…

数字图书馆 · 计算机科学 2017-08-04 Arindam Pal , Sushmita Ruj

Over the years there has been ongoing interest in detecting authorship of a text based on statistical properties of the text, such as by using occurrence rates of noncontextual words. In previous work, these techniques have been used, for…

计算与语言 · 计算机科学 2024-03-21 Todd K Moon , Jacob H. Gunther

We present Gram2Vec, a grammatical style embedding system that embeds documents into a higher dimensional space by extracting the normalized relative frequencies of grammatical features present in the text. Compared to neural approaches,…

计算与语言 · 计算机科学 2025-11-27 Peter Zeng , Hannah Stortz , Eric Sclafani , Alina Shabaeva , Maria Elizabeth Garza , Daniel Greeson , Owen Rambow