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In this paper, we explore a set of novel features for authorship attribution of documents. These features are derived from a word network representation of natural language text. As has been noted in previous studies, natural language tends…

Computation and Language · Computer Science 2013-11-14 Shibamouli Lahiri , Rada Mihalcea

The ability to automatically determine the age audience of a novel provides many opportunities for the development of information retrieval tools. Firstly, developers of book recommendation systems and electronic libraries may be interested…

Computation and Language · Computer Science 2021-08-30 Anna Glazkova , Yury Egorov , Maksim Glazkov

The goal of Author Profiling (AP) is to identify demographic aspects (e.g., age, gender) from a given set of authors by analyzing their written texts. Recently, the AP task has gained interest in many problems related to computer forensics,…

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…

Computation and Language · Computer Science 2023-08-15 Tharindu Kumarage , Huan Liu

Generative AI blurs the lines of authorship in computing education, creating uncertainty around how students should attribute AI assistance. To examine these emerging norms, we conducted a factorial vignette study with 94 computer science…

Human-Computer Interaction · Computer Science 2026-03-20 Runlong Ye , Oliver Huang , Jessica He , Michael Liut

Artificial intelligence systems are increasingly integrated into writing processes, challenging traditional notions of authorship, responsibility, and intellectual contribution. Current disclosure practices usually indicate whether AI was…

Computers and Society · Computer Science 2026-04-29 Geraldo Xexéo

Different ways of linguistically expressing the same real-world event can lead to different perceptions of what happened. Previous work has shown that different descriptions of gender-based violence (GBV) influence the reader's perception…

Computation and Language · Computer Science 2023-06-02 Gosse Minnema , Huiyuan Lai , Benedetta Muscato , Malvina Nissim

Current models for quotation attribution in literary novels assume varying levels of available information in their training and test data, which poses a challenge for in-the-wild inference. Here, we approach quotation attribution as a set…

Computation and Language · Computer Science 2023-07-10 Krishnapriya Vishnubhotla , Frank Rudzicz , Graeme Hirst , Adam Hammond

We present a novel corpus for personality prediction in Italian, containing a larger number of authors and a different genre compared to previously available resources. The corpus is built exploiting Distant Supervision, assigning…

Computation and Language · Computer Science 2020-11-12 Elisa Bassignana , Malvina Nissim , Viviana Patti

Authorship verification is the task of analyzing the linguistic patterns of two or more texts to determine whether they were written by the same author or not. The analysis is traditionally performed by experts who consider linguistic…

Computation and Language · Computer Science 2019-11-21 Benedikt Boenninghoff , Steffen Hessler , Dorothea Kolossa , Robert M. Nickel

Authorship identification tasks, which rely heavily on linguistic styles, have always been an important part of Natural Language Understanding (NLU) research. While other tasks based on linguistic style understanding benefit from deep…

Computation and Language · Computer Science 2020-10-01 Weicheng Ma , Ruibo Liu , Lili Wang , Soroush Vosoughi

With the increasing use of Artificial Intelligence in Natural Language Processing, concerns have been raised regarding the detection of AI-generated text in various domains. This study aims to investigate this issue by proposing a…

Computation and Language · Computer Science 2024-05-31 Panagiotis C. Theocharopoulos , Spiros V. Georgakopoulos , Sotiris K. Tasoulis , Vassilis P. Plagianakos

The increasing use of Large Language Models (LLMs) in a large variety of domains has sparked worries about how easily they can perpetuate stereotypes and contribute to the generation of biased content. With a focus on gender and…

Computation and Language · Computer Science 2025-07-28 Gioele Giachino , Marco Rondina , Antonio Vetrò , Riccardo Coppola , Juan Carlos De Martin

Stylistic variation in text needs to be studied with different aspects including the writer's personal traits, interpersonal relations, rhetoric, and more. Despite recent attempts on computational modeling of the variation, the lack of…

Computation and Language · Computer Science 2019-09-04 Dongyeop Kang , Varun Gangal , Eduard Hovy

Authorship attribution (AA) is the task of identifying the most likely author of a query document from a predefined set of candidate authors. We introduce a two-stage retrieve-and-rerank framework that finetunes LLMs for cross-genre AA.…

Computation and Language · Computer Science 2025-10-21 Shantanu Agarwal , Joel Barry , Steven Fincke , Scott Miller

Large Language Models have seen expanding application across domains, yet their effectiveness as assistive tools for scientific writing - an endeavor requiring precision, multimodal synthesis, and domain expertise - remains insufficiently…

Human-Computer Interaction · Computer Science 2026-01-28 Sanchaita Hazra , Doeun Lee , Bodhisattwa Prasad Majumder , Sachin Kumar

Learning robust representations of authorial style is crucial for authorship attribution and AI-generated text detection. However, existing methods often struggle with content-style entanglement, where models learn spurious correlations…

Computation and Language · Computer Science 2026-04-24 Hieu Man , Van-Cuong Pham , Nghia Trung Ngo , Franck Dernoncourt , Thien Huu Nguyen

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…

Computation and Language · Computer Science 2016-02-25 Zhenhao Ge , Yufang Sun

Recent applications of neural language models have led to an increased interest in the automatic generation of natural language. However impressive, the evaluation of neurally generated text has so far remained rather informal and…

Computation and Language · Computer Science 2017-08-21 E. Manjavacas , J. de Gussem , W. Daelemans , M. Kestemont

An individual's variation in writing style is often a function of both social and personal attributes. While structured social variation has been extensively studied, e.g., gender based variation, far less is known about how to characterize…

Computation and Language · Computer Science 2021-09-13 Jian Zhu , David Jurgens