[{"abstract":[{"text":"Adopting digital twin technologies in small andmedium-sized enterprises (SMEs) is often hinderedby heterogeneous, poorly documented productiondata. Current semantic type detection approachesrequire massive labeled datasets making themimpractical for resource-constrained SMEs. Wepropose a zero-shot hybrid framework combiningpattern-based classification with selective largelanguage model (LLM) reasoning formanufacturing-specific data types. The two-stagearchitecture uses rule-based patterns for high-confidence cases, forwarding ambiguous columnsto a multi-step LLM reasoner. Evaluation on fourmanufacturing datasets shows the hybrid approachachieves weighted F1 within 7 24 percentagepoints of pure LLM classification performancewhile reducing LLM invocations by 39% onaverage. Processing time decreased by up to 2.8×.Our framework addresses a critical gap: automated,computationally efficient data type recognition formanufacturing SMEs without requiring trainingdata, contributing to automated simulation anddigital twin construction.","lang":"eng"}],"language":[{"iso":"eng"}],"editor":[{"full_name":"Behrendt, Fabian","last_name":"Behrendt","first_name":"Fabian"},{"full_name":"Zadek, Hartmut","last_name":"Zadek","first_name":"Hartmut"},{"first_name":"Jettarat","last_name":"Janmontree","full_name":"Janmontree, Jettarat"},{"full_name":"Trojahn, Sebastian","last_name":"Trojahn","first_name":"Sebastian"},{"last_name":"Lang","full_name":"Lang, Sebastian","first_name":"Sebastian"}],"_id":"7068","year":"2026","date_updated":"2026-07-20T08:11:01Z","publisher":"Otto von Guericke University Library, Magdeburg, Germany","doi":"10.25673/123544","status":"public","conference":{"end_date":"2026-06-16","start_date":"2026-06-15","name":"19th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management","location":"Magdeburg"},"author":[{"id":"231689","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0000-3555-4183/work/221016189","first_name":"Lina","last_name":"Döring","full_name":"Döring, Lina","orcid":"0009-0000-3555-4183"},{"last_name":"Trojahn","full_name":"Trojahn, Sebastian","first_name":"Sebastian"},{"id":"223271","first_name":"Pascal","last_name":"Reusch","full_name":"Reusch, Pascal"}],"citation":{"short":"L. Döring, S. Trojahn, P. Reusch, in: F. Behrendt, H. Zadek, J. Janmontree, S. Trojahn, S. Lang (Eds.), 19th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management, Otto von Guericke University Library, Magdeburg, Germany, 2026.","chicago":"Döring, Lina, Sebastian Trojahn, and Pascal Reusch. “Smart Data Adapter: A Hybrid Pattern-LLM Approach.” In <i>19th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>, edited by Fabian Behrendt, Hartmut Zadek, Jettarat Janmontree, Sebastian Trojahn, and Sebastian Lang. Otto von Guericke University Library, Magdeburg, Germany, 2026. <a href=\"https://doi.org/10.25673/123544\">https://doi.org/10.25673/123544</a>.","ama":"Döring L, Trojahn S, Reusch P. Smart data adapter: A hybrid pattern-LLM approach. In: Behrendt F, Zadek H, Janmontree J, Trojahn S, Lang S, eds. <i>19th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>. Otto von Guericke University Library, Magdeburg, Germany; 2026. doi:<a href=\"https://doi.org/10.25673/123544\">10.25673/123544</a>","mla":"Döring, Lina, et al. “Smart Data Adapter: A Hybrid Pattern-LLM Approach.” <i>19th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>, edited by Fabian Behrendt et al., Otto von Guericke University Library, Magdeburg, Germany, 2026, doi:<a href=\"https://doi.org/10.25673/123544\">10.25673/123544</a>.","ieee":"L. Döring, S. Trojahn, and P. Reusch, “Smart data adapter: A hybrid pattern-LLM approach,” in <i>19th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>, Magdeburg, 2026.","apa":"Döring, L., Trojahn, S., &#38; Reusch, P. (2026). Smart data adapter: A hybrid pattern-LLM approach. In F. Behrendt, H. Zadek, J. Janmontree, S. Trojahn, &#38; S. Lang (Eds.), <i>19th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>. Magdeburg: Otto von Guericke University Library, Magdeburg, Germany. <a href=\"https://doi.org/10.25673/123544\">https://doi.org/10.25673/123544</a>","bibtex":"@inproceedings{Döring_Trojahn_Reusch_2026, title={Smart data adapter: A hybrid pattern-LLM approach}, DOI={<a href=\"https://doi.org/10.25673/123544\">10.25673/123544</a>}, booktitle={19th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management}, publisher={Otto von Guericke University Library, Magdeburg, Germany}, author={Döring, Lina and Trojahn, Sebastian and Reusch, Pascal}, editor={Behrendt, Fabian and Zadek, Hartmut and Janmontree, Jettarat and Trojahn, Sebastian and Lang, SebastianEditors}, year={2026} }","alphadin":"<span style=\"font-variant:small-caps;\">Döring, Lina</span> ; <span style=\"font-variant:small-caps;\">Trojahn, Sebastian</span> ; <span style=\"font-variant:small-caps;\">Reusch, Pascal</span>: Smart data adapter: A hybrid pattern-LLM approach. In: <span style=\"font-variant:small-caps;\">Behrendt, F.</span> ; <span style=\"font-variant:small-caps;\">Zadek, H.</span> ; <span style=\"font-variant:small-caps;\">Janmontree, J.</span> ; <span style=\"font-variant:small-caps;\">Trojahn, S.</span> ; <span style=\"font-variant:small-caps;\">Lang, S.</span> (Hrsg.): <i>19th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i> : Otto von Guericke University Library, Magdeburg, Germany, 2026"},"keyword":["Semantic Data Type Detection","DigitalTwin","Manufacturing SMEs","Zero-shot Learning","Hybrid AI","LLM"],"publication_status":"published","publication":"19th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management","main_file_link":[{"url":"https://opendata.uni-halle.de/bitstream/1981185920/125478/1/DW16_Smart%20Data%20Adapter%20A%20Hybrid%20Pattern-LLM%20Approach.pdf"}],"user_id":"220548","project":[{"_id":"f432a2ee-bceb-11ed-a251-a83585c5074d","name":"Institute for Data Science Solutions"}],"type":"conference","date_created":"2026-07-16T18:51:32Z","title":"Smart data adapter: A hybrid pattern-LLM approach","department":[{"_id":"103"}],"quality_controlled":"1"},{"article_type":"original","urn":"urn:nbn:de:hbz:bi10-62444","keyword":["prescriptive analytics","prescriptive platforms","advanced data analytics","retrieval-augmented generation","graph-based retrieval-augmented generation","large language models","generative AI","genAI","recommender system"],"publication_status":"published","issue":"10","main_file_link":[{"open_access":"1","url":"https://www.mdpi.com/2504-2289/9/10/261/pdf"}],"project":[{"name":"Institut für Systemdynamik und Mechatronik","_id":"beb248c8-cd75-11ed-b77c-e432b4711f7b"},{"_id":"f432a2ee-bceb-11ed-a251-a83585c5074d","name":"Institute for Data Science Solutions"}],"oa":"1","has_accepted_license":"1","date_updated":"2026-06-01T15:15:50Z","publisher":"MDPI AG","citation":{"ama":"Niederhaus M, Migenda N, Weller J, Kohlhase M, Schenck W. 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Schenck, Big Data and Cognitive Computing 9 (2025).","bibtex":"@article{Niederhaus_Migenda_Weller_Kohlhase_Schenck_2025, title={Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender Systems}, volume={9}, DOI={<a href=\"https://doi.org/10.3390/bdcc9100261\">10.3390/bdcc9100261</a>}, number={10261}, journal={Big Data and Cognitive Computing}, publisher={MDPI AG}, author={Niederhaus, Marvin and Migenda, Nico and Weller, Julian and Kohlhase, Martin and Schenck, Wolfram}, year={2025} }","apa":"Niederhaus, M., Migenda, N., Weller, J., Kohlhase, M., &#38; Schenck, W. (2025). 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Haas, “The Impact of Digitalization and Artificial Intelligence on Professional Service Firms and their Business Models: The Good, the Bad, and the Ugly,” in <i>International Entrepreneurship Education Summit (IEES), Hochschule der Medien, Stuttgart, 28.11. </i>, Stuttgart, 2025."},"conference":{"start_date":"2025-11-28","end_date":"2025-11-28","location":"Stuttgart","name":"International Entrepreneurship Education Summit (IEES)"},"status":"public","date_updated":"2026-03-17T15:29:29Z","year":"2025","_id":"6352","language":[{"iso":"eng"}]},{"date_created":"2025-09-05T13:54:35Z","title":"Beyond Heatmaps: Evaluating LIME Visualizations for Human Understandability","quality_controlled":"1","keyword":["Explainable AI","XAI","LIME"],"publication":"KogWis 2025. 16th Biannual Conference of the German Cognitive Science Society.","publication_status":"published","project":[{"_id":"72dfeb62-b436-11ed-9513-f39505d26204","name":"CareTech OWL - Zentrum für Gesundheit, Soziales und Technologie"},{"_id":"beb248c8-cd75-11ed-b77c-e432b4711f7b","name":"Institut für Systemdynamik und Mechatronik"}],"type":"conference_abstract","corporate_editor":["Gesellschaft für Kognitionswissenschaft"],"user_id":"242294","date_updated":"2026-03-17T15:29:27Z","author":[{"orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0007-3208-1297/work/193197170","id":"256353","first_name":"Marc","full_name":"Halbrügge, Marc","orcid":"0009-0007-3208-1297","last_name":"Halbrügge"},{"id":"242294","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0001-7425-8766/work/193197171","first_name":"Thorsten","last_name":"Jungeblut","full_name":"Jungeblut, Thorsten","orcid":"0000-0001-7425-8766"}],"citation":{"ama":"Halbrügge M, Jungeblut T. Beyond Heatmaps: Evaluating LIME Visualizations for Human Understandability. In: Gesellschaft für Kognitionswissenschaft, ed. <i>KogWis 2025. 16th Biannual Conference of the German Cognitive Science Society.</i> ; 2025.","mla":"Halbrügge, Marc, and Thorsten Jungeblut. “Beyond Heatmaps: Evaluating LIME Visualizations for Human Understandability.” <i>KogWis 2025. 16th Biannual Conference of the German Cognitive Science Society.</i>, edited by Gesellschaft für Kognitionswissenschaft, 2025.","chicago":"Halbrügge, Marc, and Thorsten Jungeblut. “Beyond Heatmaps: Evaluating LIME Visualizations for Human Understandability.” In <i>KogWis 2025. 16th Biannual Conference of the German Cognitive Science Society.</i>, edited by Gesellschaft für Kognitionswissenschaft, 2025.","short":"M. Halbrügge, T. Jungeblut, in: Gesellschaft für Kognitionswissenschaft (Ed.), KogWis 2025. 16th Biannual Conference of the German Cognitive Science Society., 2025.","bibtex":"@inproceedings{Halbrügge_Jungeblut_2025, title={Beyond Heatmaps: Evaluating LIME Visualizations for Human Understandability}, booktitle={KogWis 2025. 16th Biannual Conference of the German Cognitive Science Society.}, author={Halbrügge, Marc and Jungeblut, Thorsten}, editor={Gesellschaft für KognitionswissenschaftEditor}, year={2025} }","apa":"Halbrügge, M., &#38; Jungeblut, T. (2025). Beyond Heatmaps: Evaluating LIME Visualizations for Human Understandability. In Gesellschaft für Kognitionswissenschaft (Ed.), <i>KogWis 2025. 16th Biannual Conference of the German Cognitive Science Society.</i> Bochum.","alphadin":"<span style=\"font-variant:small-caps;\">Halbrügge, Marc</span> ; <span style=\"font-variant:small-caps;\">Jungeblut, Thorsten</span>: Beyond Heatmaps: Evaluating LIME Visualizations for Human Understandability. In: <span style=\"font-variant:small-caps;\">Gesellschaft für Kognitionswissenschaft</span> (Hrsg.): <i>KogWis 2025. 16th Biannual Conference of the German Cognitive Science Society.</i>, 2025","ieee":"M. Halbrügge and T. 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Human-AI interaction in remanufacturing: exploring shop floor workers’ behavioural patterns within a specific human-AI system. <i>Labour and Industry</i>, 1–20. <a href=\"https://doi.org/10.1080/10301763.2023.2251103\">https://doi.org/10.1080/10301763.2023.2251103</a>","bibtex":"@article{Süße_Kobert_Kries_2023, title={Human-AI interaction in remanufacturing: exploring shop floor workers’ behavioural patterns within a specific human-AI system}, DOI={<a href=\"https://doi.org/10.1080/10301763.2023.2251103\">10.1080/10301763.2023.2251103</a>}, journal={Labour and Industry}, publisher={Informa UK Limited}, author={Süße, Thomas and Kobert, Maria and Kries, Caroline}, year={2023}, pages={1–20} }","ieee":"T. Süße, M. Kobert, and C. 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