Author

Zinaida Perova

European Bioinformatics InstituteORCID 0000-0001-9913-3249Unclaimed ORCID profile · follow to get notified of new preprints

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Zinaida Perova1 paper

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Cancer Biology· 1

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Research Focus:benchmarking· 1 Approach:deep learning· 1 Approach:large language model· 1

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Elizabeth LewisiD· 1 shared Guergana SavovaiD· 1 shared Helen ParkinsoniD· 1 shared Jiarui YaoiD· 1 shared Tushar MandloiiD· 1 shared

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2025-2025 · peak 1/yr

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1 shared paperCancer Biology

Elizabeth LewisORCID

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1 paper

Recent·Most cited

Cancer BiologyJMIR Bioinformatics and BiotechnologyPeer-reviewedJun 30, 2025

Extracting knowledge from scientific texts on patient-derived cancer models using Large Language Models: algorithm development and validation

Jiarui Yao, Zinaida Perova, Tushar Mandloi…·Guergana Savova

This study develops and validates LLM-based methods to extract PDCM-related entities from scientific texts, showing soft prompting improves small open LLMs' performance.

2 citations

deep learninglarge language model

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