<?xml version='1.0' encoding='UTF-8'?><codeBook xmlns="ddi:codebook:2_5" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="ddi:codebook:2_5 https://ddialliance.org/Specification/DDI-Codebook/2.5/XMLSchema/codebook.xsd" version="2.5"><docDscr><citation><titlStmt><titl>quinex models v0</titl><IDNo agency="DOI">doi:10.26165/JUELICH-DATA/SXL75G</IDNo></titlStmt><distStmt><distrbtr source="archive">Jülich DATA</distrbtr><distDate>2026-01-28</distDate></distStmt><verStmt source="DVN"><version date="2026-01-28" type="RELEASED">1</version></verStmt><biblCit>Göpfert, Jan; Kuckertz, Patrick; Weinand, Jann M.; Pflugradt, Noah; Linßen, Jochen, 2026, "quinex models v0", https://doi.org/10.26165/JUELICH-DATA/SXL75G, Jülich DATA, V1</biblCit></citation></docDscr><stdyDscr><citation><titlStmt><titl>quinex models v0</titl><IDNo agency="DOI">doi:10.26165/JUELICH-DATA/SXL75G</IDNo></titlStmt><rspStmt><AuthEnty affiliation="Forschungszentrum Jülich GmbH, Institute of Climate and Energy Systems, Jülich Systems Analysis; RWTH Aachen University, Faculty of Mechanical Engineering">Göpfert, Jan</AuthEnty><AuthEnty affiliation="Forschungszentrum Jülich GmbH, Institute of Climate and Energy Systems, Jülich Systems Analysis">Kuckertz, Patrick</AuthEnty><AuthEnty affiliation="Forschungszentrum Jülich GmbH, Institute of Climate and Energy Systems, Jülich Systems Analysis">Weinand, Jann M.</AuthEnty><AuthEnty affiliation="Forschungszentrum Jülich GmbH, Institute of Climate and Energy Systems, Jülich Systems Analysis">Pflugradt, Noah</AuthEnty><AuthEnty affiliation="Forschungszentrum Jülich GmbH, Institute of Climate and Energy Systems, Jülich Systems Analysis">Linßen, Jochen</AuthEnty></rspStmt><prodStmt/><distStmt><distrbtr source="archive">Jülich DATA</distrbtr><contact affiliation="Forschungszentrum Jülich GmbH, Institute of Climate and Energy Systems, Jülich Systems Analysis, 52425 Jülich, Germany" email="j.goepfert@fz-juelich.de">Göpfert, Jan</contact><depositr>Göpfert, Jan</depositr><depDate>2026-01-27</depDate></distStmt></citation><stdyInfo><subject><keyword>Computer and Information Science</keyword><keyword>large language models</keyword><keyword>LLM</keyword><keyword>transformer</keyword><keyword>information extraction</keyword><keyword>quantitative information extraction</keyword><keyword>measurement extraction</keyword><keyword>quantity span identification</keyword></subject><abstract>Transformer models fine-tuned for quantitative information extraction from text</abstract><sumDscr/></stdyInfo><method><dataColl><sources/></dataColl><anlyInfo/></method><dataAccs><notes type="DVN:TOU" level="dv">All models but one are licensed under Apache-2.0. See the individual model pages for more information.</notes><setAvail/><useStmt/></dataAccs><othrStdyMat><relPubl><citation><biblCit>Göpfert, J., Kuckertz, P., Müller, G., Lütz, L., Körner., C., Khuat, H., Stolten, D., and Weinand, J.M. "Quinex: Quantitative Information Extraction from Text using Open and Lightweight LLMs"</biblCit></citation></relPubl></othrStdyMat></stdyDscr></codeBook>