| Title: | Evaluating chatbot assistance in historical document analysis |
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| Authors: | ID Hazemali, David (Author)
ID Osojnik, Janez (Author)
ID Onič, Tomaž (Author)
ID Todorović, Tadej (Author)
ID Borovič, Mladen (Author) |
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| Files: |  RAZ_Hazemali_David_2024.pdf (1,20 MB)
MD5: 42F95391C33D0A4D167215E4E0789CBD
 https://doi.org/10.54356/MA/2024/BIUB3010
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| Language: | English |
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| Work type: | Scientific work |
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| Typology: | 1.01 - Original Scientific Article |
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| Organization: | FF - Faculty of Arts
FERI - Faculty of Electrical Engineering and Computer Science
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| Abstract: | The article explores the potential of PDFGear Copilot, a chatbot-based PDF editing tool, in assisting with the analysis of historical documents. We evaluated the chatbot's performance on a document relating to the Slovenian War of Independence. We included 25 factual and 5 interpretative questions to address its formal characteristics and content details, assess its capacity for in-depth interpretation and contextualized critical analysis, and evaluate the chatbot’s language use and robustness. The chatbot exhibited some ability to answer factual questions, even though its performance varied. It demonstrated proficiency in navigating document structure, named entity recognition, and extracting basic document information. However, performance declined significantly in tasks such as document type identification, content details, and tasks requiring deeper text analysis. For interpretative questions, the chatbot's performance was notably inadequate, failing to link cause-and-effect relationships and provide the depth and nuance required for historical inquiries. |
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| Keywords: | chatbots, historical document analyses, Yugoslavia, wars, generative, artificial intelligence, large language models |
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| Publication status: | Published |
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| Publication version: | Version of Record |
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| Publication date: | 10.10.2024 |
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| Year of publishing: | 2024 |
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| Number of pages: | str. 53-83 |
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| Numbering: | Letn. 7, št. 2 |
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| PID: | 20.500.12556/DKUM-92081  |
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| UDC: | 004.8:930.25 |
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| ISSN on article: | 2591-0884 |
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| COBISS.SI-ID: | 219271683 |
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| DOI: | 10.54356/MA/2024/BIUB3010 |
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| Publication date in DKUM: | 18.07.2025 |
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| Views: | 281 |
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| Downloads: | 25 |
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| Metadata: |    |
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| Categories: | Misc.
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