[{"date_created":"2026-07-16T18:51:32Z","title":"Smart data adapter: A hybrid pattern-LLM approach","department":[{"_id":"103"}],"quality_controlled":"1","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":[{"name":"Institute for Data Science Solutions","_id":"f432a2ee-bceb-11ed-a251-a83585c5074d"}],"type":"conference","date_updated":"2026-07-20T08:11:01Z","publisher":"Otto von Guericke University Library, Magdeburg, Germany","doi":"10.25673/123544","status":"public","conference":{"location":"Magdeburg","name":"19th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management","start_date":"2026-06-15","end_date":"2026-06-16"},"author":[{"orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0000-3555-4183/work/221016189","id":"231689","first_name":"Lina","last_name":"Döring","full_name":"Döring, Lina","orcid":"0009-0000-3555-4183"},{"full_name":"Trojahn, Sebastian","last_name":"Trojahn","first_name":"Sebastian"},{"full_name":"Reusch, Pascal","last_name":"Reusch","id":"223271","first_name":"Pascal"}],"citation":{"ieee":"L. Döring, S. Trojahn, and P. Reusch, “Smart data adapter: A hybrid pattern-LLM approach,” in 19th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management, Magdeburg, 2026.","bibtex":"@inproceedings{Döring_Trojahn_Reusch_2026, title={Smart data adapter: A hybrid pattern-LLM approach}, DOI={10.25673/123544}, 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} }","apa":"Döring, L., Trojahn, S., & Reusch, P. (2026). Smart data adapter: A hybrid pattern-LLM approach. In F. Behrendt, H. Zadek, J. Janmontree, S. Trojahn, & S. Lang (Eds.), 19th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management. Magdeburg: Otto von Guericke University Library, Magdeburg, Germany. https://doi.org/10.25673/123544","alphadin":"Döring, Lina ; Trojahn, Sebastian ; Reusch, Pascal: Smart data adapter: A hybrid pattern-LLM approach. In: Behrendt, F. ; Zadek, H. ; Janmontree, J. ; Trojahn, S. ; Lang, S. (Hrsg.): 19th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management : Otto von Guericke University Library, Magdeburg, Germany, 2026","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 19th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management, edited by Fabian Behrendt, Hartmut Zadek, Jettarat Janmontree, Sebastian Trojahn, and Sebastian Lang. Otto von Guericke University Library, Magdeburg, Germany, 2026. https://doi.org/10.25673/123544.","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. 19th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management. Otto von Guericke University Library, Magdeburg, Germany; 2026. doi:10.25673/123544","mla":"Döring, Lina, et al. “Smart Data Adapter: A Hybrid Pattern-LLM Approach.” 19th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management, edited by Fabian Behrendt et al., Otto von Guericke University Library, Magdeburg, Germany, 2026, doi:10.25673/123544."},"abstract":[{"lang":"eng","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."}],"language":[{"iso":"eng"}],"editor":[{"first_name":"Fabian","last_name":"Behrendt","full_name":"Behrendt, Fabian"},{"first_name":"Hartmut","full_name":"Zadek, Hartmut","last_name":"Zadek"},{"full_name":"Janmontree, Jettarat","last_name":"Janmontree","first_name":"Jettarat"},{"first_name":"Sebastian","full_name":"Trojahn, Sebastian","last_name":"Trojahn"},{"first_name":"Sebastian","last_name":"Lang","full_name":"Lang, Sebastian"}],"_id":"7068","year":"2026"},{"urn":"urn:nbn:de:hbz:bi10-62353","keyword":["Machine Learning","Computer Vision","Instance Segmentation","CNNs","YOLACT","Data Augmentation","Waste Classification","Trash Detection","Biowaste Analysis"],"publication_status":"epub_ahead","issue":"366","oa":"1","tmp":{"short":"CC BY-SA (4.0)","legal_code_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","name":"Creative Commons Attribution-ShareAlike 4.0 International Public License (CC BY-SA 4.0)","image":"/images/cc_by_sa.png"},"project":[{"_id":"f432a2ee-bceb-11ed-a251-a83585c5074d","name":"Institute for Data Science Solutions"}],"has_accepted_license":"1","main_file_link":[{"open_access":"1"}],"corporate_editor":["Gesellschaft für Informatik e.V."],"_id":"6235","language":[{"iso":"ger"}],"date_updated":"2026-03-17T15:29:27Z","author":[{"last_name":"Sangel","full_name":"Sangel, Marius","id":"243822","first_name":"Marius"},{"full_name":"Bensch, Emilia","last_name":"Bensch","first_name":"Emilia"},{"orcid":"0009-0002-6668-2684","full_name":"Brandt-Pook, Hans","last_name":"Brandt-Pook","first_name":"Hans","id":"206531","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0002-6668-2684/work/194297832"},{"full_name":"Röllke, Timo","last_name":"Röllke","first_name":"Timo"},{"first_name":"Cedric","full_name":"Markworth, Cedric","last_name":"Markworth"}],"citation":{"apa":"Sangel, M., Bensch, E., Brandt-Pook, H., Röllke, T., & Markworth, C. (2025). Automatisierte Erkennung von Störstoffen in Bioabfall mit maschinellem Lernen: Ansätze und Ergebnisse aus dem Projekt TRACES. In Gesellschaft für Informatik e.V. (Ed.), INFORMATIK 2025 (pp. 1363–1371). Bonn. https://doi.org/10.18420/INF2025_121","bibtex":"@inproceedings{Sangel_Bensch_Brandt-Pook_Röllke_Markworth_2025, place={Bonn}, title={Automatisierte Erkennung von Störstoffen in Bioabfall mit maschinellem Lernen: Ansätze und Ergebnisse aus dem Projekt TRACES}, DOI={10.18420/INF2025_121}, number={366}, booktitle={INFORMATIK 2025}, author={Sangel, Marius and Bensch, Emilia and Brandt-Pook, Hans and Röllke, Timo and Markworth, Cedric}, editor={Gesellschaft für Informatik e.V.Editor}, year={2025}, pages={1363–1371} }","alphadin":"Sangel, Marius ; Bensch, Emilia ; Brandt-Pook, Hans ; Röllke, Timo ; Markworth, Cedric: Automatisierte Erkennung von Störstoffen in Bioabfall mit maschinellem Lernen: Ansätze und Ergebnisse aus dem Projekt TRACES. In: Gesellschaft für Informatik e.V. (Hrsg.): INFORMATIK 2025. Bonn, 2025, S. 1363–1371","ieee":"M. Sangel, E. Bensch, H. Brandt-Pook, T. Röllke, and C. Markworth, “Automatisierte Erkennung von Störstoffen in Bioabfall mit maschinellem Lernen: Ansätze und Ergebnisse aus dem Projekt TRACES,” in INFORMATIK 2025, Potsdam, 2025, no. 366, pp. 1363–1371.","ama":"Sangel M, Bensch E, Brandt-Pook H, Röllke T, Markworth C. Automatisierte Erkennung von Störstoffen in Bioabfall mit maschinellem Lernen: Ansätze und Ergebnisse aus dem Projekt TRACES. In: Gesellschaft für Informatik e.V., ed. INFORMATIK 2025. Bonn; 2025:1363-1371. doi:10.18420/INF2025_121","mla":"Sangel, Marius, et al. “Automatisierte Erkennung von Störstoffen in Bioabfall mit maschinellem Lernen: Ansätze und Ergebnisse aus dem Projekt TRACES.” INFORMATIK 2025, edited by Gesellschaft für Informatik e.V., no. 366, 2025, pp. 1363–71, doi:10.18420/INF2025_121.","chicago":"Sangel, Marius, Emilia Bensch, Hans Brandt-Pook, Timo Röllke, and Cedric Markworth. “Automatisierte Erkennung von Störstoffen in Bioabfall mit maschinellem Lernen: Ansätze und Ergebnisse aus dem Projekt TRACES.” In INFORMATIK 2025, edited by Gesellschaft für Informatik e.V., 1363–71. Bonn, 2025. https://doi.org/10.18420/INF2025_121.","short":"M. Sangel, E. Bensch, H. Brandt-Pook, T. Röllke, C. Markworth, in: Gesellschaft für Informatik e.V. (Ed.), INFORMATIK 2025, Bonn, 2025, pp. 1363–1371."},"place":"Bonn","publication":"INFORMATIK 2025","type":"conference","publication_identifier":{"unknown":["2944-7682"]},"file":[{"access_level":"open_access","file_id":"6236","relation":"main_file","file_name":"Automatisierte Erkennung von Störstoffen in Bioabfall mit maschinellem Lernen Ansätze und Ergebnisse aus dem Projekt TRACES.pdf","file_size":14374281,"content_type":"application/pdf","success":1,"date_updated":"2025-10-15T07:02:12Z","creator":"msangel1","date_created":"2025-10-15T07:02:12Z"}],"user_id":"243822","date_created":"2025-10-15T07:05:27Z","file_date_updated":"2025-10-15T07:02:12Z","title":"Automatisierte Erkennung von Störstoffen in Bioabfall mit maschinellem Lernen: Ansätze und Ergebnisse aus dem Projekt TRACES","quality_controlled":"1","department":[{"_id":"4b2dc5c9-bee3-11eb-b75f-ecc80f94fb21"}],"year":"2025","doi":"10.18420/INF2025_121","page":"1363-1371","status":"public","conference":{"location":"Potsdam","name":"INFORMATIKFESTIVAL 2025","start_date":"2025-09-16","end_date":"2025-09-19"}},{"quality_controlled":"1","title":"Trust Issues in Active Learning and Their Impact on Real-World Applications","date_created":"2025-05-05T11:39:04Z","related_material":{"record":[{"id":"6045","status":"public","relation":"later_version"}]},"type":"conference","publication_identifier":{"eisbn":["979-8-3315-1972-8"]},"project":[{"_id":"f432a2ee-bceb-11ed-a251-a83585c5074d","name":"Institute for Data Science Solutions"}],"user_id":"263827","main_file_link":[{"url":"https://ieeexplore.ieee.org/document/10981492"}],"corporate_editor":["IEEE"],"publication":"2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion)","publication_status":"published","keyword":["Active Learning","Trustworthiness","Evaluation-methods"],"author":[{"orcid":"0000-0002-8362-5369","full_name":"Jaster, Bjarne","last_name":"Jaster","first_name":"Bjarne","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-8362-5369/work/203880018","id":"252434"},{"id":"226669","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0002-9374-0720/work/203880020","first_name":"Martin","full_name":"Kohlhase, Martin","orcid":"0009-0002-9374-0720","last_name":"Kohlhase"}],"citation":{"mla":"Jaster, Bjarne, and Martin Kohlhase. “Trust Issues in Active Learning and Their Impact on Real-World Applications.” 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion), edited by IEEE, IEEE, 2025, pp. 1–5, doi:10.1109/CITRExCompanion65208.2025.10981492.","ama":"Jaster B, Kohlhase M. Trust Issues in Active Learning and Their Impact on Real-World Applications. In: IEEE, ed. 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion). IEEE; 2025:1-5. doi:10.1109/CITRExCompanion65208.2025.10981492","chicago":"Jaster, Bjarne, and Martin Kohlhase. “Trust Issues in Active Learning and Their Impact on Real-World Applications.” In 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion), edited by IEEE, 1–5. IEEE, 2025. https://doi.org/10.1109/CITRExCompanion65208.2025.10981492.","short":"B. Jaster, M. Kohlhase, in: IEEE (Ed.), 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion), IEEE, 2025, pp. 1–5.","alphadin":"Jaster, Bjarne ; Kohlhase, Martin: Trust Issues in Active Learning and Their Impact on Real-World Applications. 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Kohlhase, “Trust Issues in Active Learning and Their Impact on Real-World Applications,” in 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion), Trondheim, Norway, 2025, pp. 1–5."},"conference":{"location":"Trondheim, Norway","name":"2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion)","start_date":"2025-03-17","end_date":"2025-03-20"},"status":"public","doi":"10.1109/CITRExCompanion65208.2025.10981492","page":"1-5","publisher":"IEEE","date_updated":"2026-03-17T15:29:25Z","year":"2025","_id":"5905","language":[{"iso":"eng"}]},{"author":[{"full_name":"Jaster, Bjarne","orcid":"0000-0002-8362-5369","last_name":"Jaster","id":"252434","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-8362-5369/work/203880542","first_name":"Bjarne"},{"first_name":"Martin","id":"226669","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0002-9374-0720/work/203880544","last_name":"Kohlhase","orcid":"0009-0002-9374-0720","full_name":"Kohlhase, Martin"}],"citation":{"bibtex":"@inproceedings{Jaster_Kohlhase_2025, title={Trust Issues in Active Learning and Their Impact on Real-World Applications}, DOI={10.57720/6045}, booktitle={2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion)}, publisher={IEEE}, author={Jaster, Bjarne and Kohlhase, Martin}, editor={IEEEEditor}, year={2025}, pages={1–5} }","apa":"Jaster, B., & Kohlhase, M. (2025). Trust Issues in Active Learning and Their Impact on Real-World Applications. In IEEE (Ed.), 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion) (pp. 1–5). Trondheim, Norway: IEEE. https://doi.org/10.57720/6045","alphadin":"Jaster, Bjarne ; Kohlhase, Martin: Trust Issues in Active Learning and Their Impact on Real-World Applications. In: IEEE (Hrsg.): 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion) : IEEE, 2025, S. 1–5","ieee":"B. Jaster and M. Kohlhase, “Trust Issues in Active Learning and Their Impact on Real-World Applications,” in 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion), Trondheim, Norway, 2025, pp. 1–5.","ama":"Jaster B, Kohlhase M. Trust Issues in Active Learning and Their Impact on Real-World Applications. 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IEEE, 2025. https://doi.org/10.57720/6045."},"conference":{"end_date":"2025-03-20","start_date":"2025-03-17","location":"Trondheim, Norway","name":"2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx Companion)"},"status":"public","doi":"10.57720/6045","page":"1-5","publisher":"IEEE","date_updated":"2026-03-17T15:29:25Z","year":"2025","_id":"6045","language":[{"iso":"eng"}],"quality_controlled":"1","title":"Trust Issues in Active Learning and Their Impact on Real-World Applications","file_date_updated":"2025-07-10T06:16:33Z","related_material":{"record":[{"status":"public","id":"5905","relation":"earlier_version"}],"link":[{"url":"10.1109/CITRExCompanion65208.2025.10981492","relation":"confirmation","description":"This is the original article published by IEEE. 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Pool-based Active Learning with Decision Trees: Incorporate the Tree Structure to Explore and Exploit. In: IEEE, ed. 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx). IEEE; 2025:1-9. doi:10.57720/6049","short":"M. Schöne, B. Jaster, J. Bültemeier, J. Kösters, C.-A. Holst, M. Kohlhase, in: IEEE (Ed.), 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx), IEEE, 2025, pp. 1–9.","chicago":"Schöne, Marvin, Bjarne Jaster, Julian Bültemeier, Justus Kösters, Christoph-Alexander Holst, and Martin Kohlhase. “Pool-Based Active Learning with Decision Trees: Incorporate the Tree Structure to Explore and Exploit.” In 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx), edited by IEEE, 1–9. IEEE, 2025. https://doi.org/10.57720/6049.","alphadin":"Schöne, Marvin ; Jaster, Bjarne ; Bültemeier, Julian ; Kösters, Justus ; Holst, Christoph-Alexander ; Kohlhase, Martin: Pool-based Active Learning with Decision Trees: Incorporate the Tree Structure to Explore and Exploit. 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