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GenAI-content explainable detection system

    Research output: Contribution to conferencePaper

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    Abstract

    With the rise of Generative Artificial Intelligence (GenAI) and especially Large Language Models (LLMs) to produce essays, courseworks, reviews, papers, books, news, etc., it is important to be able to differentiate between such AI-generated content and human-generated one. Hence, our paper proposes to detect text which has been produced by GenAI-based chatbots. Our detection system uses an explainable Artificial Intelligence (XAI) approach based on a Multinomial Naive Bayes (MNB) model, and it offers a free, open-source, and dataprivacy compliant tool for enterprises. Furthermore, it shows promising performances in terms of accuracy and sustainability when compared with existing freewares.
    Original languageEnglish
    Pages62-62
    Number of pages1
    Publication statusPublished - 22 May 2026
    Event28th International Conference on Enterprise Information Systems - Benidorm, Spain
    Duration: 22 May 202624 May 2026
    https://iceis.scitevents.org/?y=2026

    Conference

    Conference28th International Conference on Enterprise Information Systems
    Abbreviated titleICEIS 2026
    Country/TerritorySpain
    CityBenidorm
    Period22/05/2624/05/26
    Internet address

    UN SDGs

    This output contributes to the following UN Sustainable Development Goals (SDGs)

    1. SDG 4 - Quality Education
      SDG 4 Quality Education
    2. SDG 9 - Industry, Innovation, and Infrastructure
      SDG 9 Industry, Innovation, and Infrastructure
    3. SDG 16 - Peace, Justice and Strong Institutions
      SDG 16 Peace, Justice and Strong Institutions

    Keywords

    • intelligent agents
    • autonomous agents
    • generative artificial intelligence (GenAI)
    • large language models (LLMs)
    • deep learning
    • trust and transparency
    • accountability and responsibility
    • explainable artificial intelligence (XAI)
    • human-computer interfaces supporting XAI
    • decision support systems
    • applications of expert systms

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