SlimDoc: lightweight distillation of document transformer models

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Author
Lamott, Marcel
Shakir, Muhammad Armaghan
Ulges, Adrian
Weweler, Yves-Noel
Shafait, Faisal
Date
2025-06-18
Version
Published Version
DOI
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Aufsatz
Keywords
Document Understanding
Multimodal Transformers
Knowledge Distillation
Model Downscaling
Unsupervised Methods
Transitive Distillation
DDC Classification
000 Informatik, Informationswissenschaft und allgemeine Werke
Published in
International Journal on Document Analysis and Recognition (IJDAR). Springer; Berlin Heidelberg (2025). 28, S. 457-473. ISSN: 1433-2833, eISSN: 1433-2825, DOI: 10.1007/s10032-025-00542-w
Sponsorship
Open Access funding enabled and organized by Projekt DEAL
Faculty
Fachbereich Design Informatik Medien
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BibTeX

@article{Lamott2025,
    author={Lamott, Marcel and Shakir, Muhammad Armaghan and Ulges, Adrian and Weweler, Yves-Noel and Shafait, Faisal},
    title={SlimDoc: lightweight distillation of document transformer models},
    journal={International Journal on Document Analysis and Recognition (IJDAR)},
    volume={28},
    pages={S. 457-473},
    month={06},
    year={2025},
    publisher={Springer; Berlin Heidelberg},
    school={Hochschule RheinMain, Wiesbaden},
    url={https://hlbrm.pur.hebis.de/xmlui/handle/123456789/430},
    doi={10.25716/pur-306}
}

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