Optimizing document retrieval using massive text embeddings and LLM prompt engineering.

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Title: Optimizing document retrieval using massive text embeddings and LLM prompt engineering.
Authors: Mitrov G; Faculty of Computer Science and Engineering, Ss. Cyril and Methodius University, Rugjer Boshkovik 16, Skopje, 1000, North Macedonia.; Magix.AI, Cyril and Methodius 3A, Skopje, 1000, North Macedonia., Stanoev B; Faculty of Computer Science and Engineering, Ss. Cyril and Methodius University, Rugjer Boshkovik 16, Skopje, 1000, North Macedonia.; Magix.AI, Cyril and Methodius 3A, Skopje, 1000, North Macedonia., Trajkovik V; Faculty of Computer Science and Engineering, Ss. Cyril and Methodius University, Rugjer Boshkovik 16, Skopje, 1000, North Macedonia., Risteska Stojkoska B; Faculty of Computer Science and Engineering, Ss. Cyril and Methodius University, Rugjer Boshkovik 16, Skopje, 1000, North Macedonia., Basnarkov L; Faculty of Computer Science and Engineering, Ss. Cyril and Methodius University, Rugjer Boshkovik 16, Skopje, 1000, North Macedonia., Lameski P; Faculty of Computer Science and Engineering, Ss. Cyril and Methodius University, Rugjer Boshkovik 16, Skopje, 1000, North Macedonia., Kampel M; Computer Vision Lab, TU Wien, Favoritenstr. 9/193-1, Vienna, 1040, Austria. martin.kampel@tuwien.ac.at., Zdravevski E; Faculty of Computer Science and Engineering, Ss. Cyril and Methodius University, Rugjer Boshkovik 16, Skopje, 1000, North Macedonia.; Magix.AI, Cyril and Methodius 3A, Skopje, 1000, North Macedonia.
Source: Systematic reviews [Syst Rev] 2026 Apr 14; Vol. 15 (1). Date of Electronic Publication: 2026 Apr 14.
Publication Type: Journal Article
Journal Info: Publisher: BioMed Central Country of Publication: England NLM ID: 101580575 Publication Model: Electronic Cited Medium: Internet ISSN: 2046-4053 (Electronic) Linking ISSN: 20464053 NLM ISO Abbreviation: Syst Rev Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Mitrov+G%22">Mitrov G</searchLink>; Faculty of Computer Science and Engineering, Ss. Cyril and Methodius University, Rugjer Boshkovik 16, Skopje, 1000, North Macedonia.; Magix.AI, Cyril and Methodius 3A, Skopje, 1000, North Macedonia.<br /><searchLink fieldCode="AU" term="%22Stanoev+B%22">Stanoev B</searchLink>; Faculty of Computer Science and Engineering, Ss. Cyril and Methodius University, Rugjer Boshkovik 16, Skopje, 1000, North Macedonia.; Magix.AI, Cyril and Methodius 3A, Skopje, 1000, North Macedonia.<br /><searchLink fieldCode="AU" term="%22Trajkovik+V%22">Trajkovik V</searchLink>; Faculty of Computer Science and Engineering, Ss. Cyril and Methodius University, Rugjer Boshkovik 16, Skopje, 1000, North Macedonia.<br /><searchLink fieldCode="AU" term="%22Risteska+Stojkoska+B%22">Risteska Stojkoska B</searchLink>; Faculty of Computer Science and Engineering, Ss. Cyril and Methodius University, Rugjer Boshkovik 16, Skopje, 1000, North Macedonia.<br /><searchLink fieldCode="AU" term="%22Basnarkov+L%22">Basnarkov L</searchLink>; Faculty of Computer Science and Engineering, Ss. Cyril and Methodius University, Rugjer Boshkovik 16, Skopje, 1000, North Macedonia.<br /><searchLink fieldCode="AU" term="%22Lameski+P%22">Lameski P</searchLink>; Faculty of Computer Science and Engineering, Ss. Cyril and Methodius University, Rugjer Boshkovik 16, Skopje, 1000, North Macedonia.<br /><searchLink fieldCode="AU" term="%22Kampel+M%22">Kampel M</searchLink>; Computer Vision Lab, TU Wien, Favoritenstr. 9/193-1, Vienna, 1040, Austria. martin.kampel@tuwien.ac.at.<br /><searchLink fieldCode="AU" term="%22Zdravevski+E%22">Zdravevski E</searchLink>; Faculty of Computer Science and Engineering, Ss. Cyril and Methodius University, Rugjer Boshkovik 16, Skopje, 1000, North Macedonia.; Magix.AI, Cyril and Methodius 3A, Skopje, 1000, North Macedonia.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22BioMed+Central%22">BioMed Central </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>101580575 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2046-4053 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2220464053%22">20464053 </searchLink><i>NLM ISO Abbreviation: </i>Syst Rev <i>Subsets: </i>MEDLINE
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              Text: 2026 Apr 14
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