10.26165/JUELICH-DATA/HFGWDBJan GöpfertJanGöpfert0000-0003-4722-4012Forschungszentrum Jülich GmbH, Institute of Climate and Energy Systems, Jülich Systems Analysis; RWTH Aachen University, Faculty of Mechanical EngineeringPatrick KuckertzPatrickKuckertz0000-0002-2314-7107Forschungszentrum Jülich GmbH, Institute of Climate and Energy Systems, Jülich Systems AnalysisTitan HartonoTitanHartono0000-0002-0748-0620Forschungszentrum Jülich GmbH, Institute of Climate and Energy Systems, Jülich Systems AnalysisJann Michael WeinandJann MichaelWeinand0000-0003-2948-876XForschungszentrum Jülich GmbH, Institute of Climate and Energy Systems, Jülich Systems AnalysisJülich DATA2026Computer and Information Sciencequantitative information extractionscientific literature miningsmall language modelsautomated literature reviewstructured data extractionscientific NLPJan GöpfertJanGöpfertForschungszentrum Jülich GmbH, Institute of Climate and Energy Systems, Jülich Systems Analysis; RWTH Aachen University, Faculty of Mechanical Engineering2026-06-222026-09-0710.1016/j.xinn.2026.10139113776900application/vnd.openxmlformats-officedocument.presentationml.presentation1.0This presentation introduces Quinex, an open-source framework for the automated extraction of quantitative information from scientific literature. It demonstrates how quantitative statements embedded in publications can be transformed into structured, reusable datasets to support literature analysis, research data management, and data-driven scientific workflows. The presentation was given by Patrick Kuckertz as part of the 90th Jour Fixe FDM organized by fdm.nrw. <h3>Acknowledgements</h3> The authors would like to thank the German Federal Government, the German State Governments, and the Joint Science Conference (GWK) for their funding and support as part of the NFDI4Ing consortium. Funded by the German Research Foundation (DFG) - project number: 442146713. This work was also supported by the Helmholtz Association under the program "Energy System Design".