Faculty of Computer Science and Engineering

Permanent URI for this communityhttps://repository.ukim.mk/handle/20.500.12188/5

The Faculty of Computer Science and Engineering (FCSE) within UKIM is the largest and most prestigious faculty in the field of computer science and technologies in Macedonia, and among the largest faculties in that field in the region. The FCSE teaching staff consists of 50 professors and 30 associates. These include many “best in field” personnel, such as the most referenced scientists in Macedonia and the most influential professors in the ICT industry in the Republic of Macedonia.

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    Item type:Publication,
    ReAct-ExtrAct: A Tool for Source-Grounded Automated Data Extraction in Systematic Reviews
    (IEEE, 2025-12-15)
    Krawczyk, Sebastian
    ;
    Jemioło, Paweł
    ;
    Karkowski, Jan
    ;
    ;
    Manual information extraction for systematic reviews (SRs) is a major, time-consuming bottleneck that limits the efficiency and reliability of evidence synthesis. We present REACT-ExtrAct, a retrieval-augmented, agent-based framework that combines Small Language Models with heuristicguided reasoning to automate data extraction while ensuring source transparency. Evaluated on two published systematic reviews, our system outperformed Naive RAG and Iter-RetGen baselines in factual accuracy, completeness, and traceability. By enabling lightweight, local deployment, React-ExtrAct offers a trustworthy and sustainable alternative to Large Language Model pipelines for SR automation.