[{"language":[{"iso":"eng"}],"status":"public","keyword":["Semantic Data Type Detection","DigitalTwin","Manufacturing SMEs","Zero-shot Learning","Hybrid AI","LLM"],"publication_status":"published","_id":"7068","publisher":"Otto von Guericke University Library, Magdeburg, Germany","title":"Smart data adapter: A hybrid pattern-LLM approach","year":"2026","project":[{"name":"Institute for Data Science Solutions","_id":"f432a2ee-bceb-11ed-a251-a83585c5074d"}],"conference":{"name":"19th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management","location":"Magdeburg","start_date":"2026-06-15","end_date":"2026-06-16"},"doi":"10.25673/123544","editor":[{"first_name":"Fabian","last_name":"Behrendt","full_name":"Behrendt, Fabian"},{"first_name":"Hartmut","last_name":"Zadek","full_name":"Zadek, Hartmut"},{"first_name":"Jettarat","full_name":"Janmontree, Jettarat","last_name":"Janmontree"},{"first_name":"Sebastian","full_name":"Trojahn, Sebastian","last_name":"Trojahn"},{"full_name":"Lang, Sebastian","last_name":"Lang","first_name":"Sebastian"}],"citation":{"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>","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.","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>.","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","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} }","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>","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."},"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."}],"department":[{"_id":"103"}],"author":[{"last_name":"Döring","orcid":"0009-0000-3555-4183","full_name":"Döring, Lina","id":"231689","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0000-3555-4183/work/221016189","first_name":"Lina"},{"first_name":"Sebastian","last_name":"Trojahn","full_name":"Trojahn, Sebastian"},{"full_name":"Reusch, Pascal","last_name":"Reusch","first_name":"Pascal","id":"223271"}],"quality_controlled":"1","date_updated":"2026-07-20T08:11:01Z","type":"conference","main_file_link":[{"url":"https://opendata.uni-halle.de/bitstream/1981185920/125478/1/DW16_Smart%20Data%20Adapter%20A%20Hybrid%20Pattern-LLM%20Approach.pdf"}],"date_created":"2026-07-16T18:51:32Z","publication":"19th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management","user_id":"220548"},{"urn":"urn:nbn:de:hbz:bi10-67918","file":[{"access_level":"open_access","file_id":"6802","creator":"easlanoguz","content_type":"application/pdf","file_size":223132,"file_name":"Automatic_Validation_of_Use_Case_Descriptions_in_terms_of_quality_criteria_and_bad_smells_via_NLP_models_and_LLMs_Extended_Version.pdf","relation":"main_file","date_created":"2026-03-10T12:44:23Z","success":1,"date_updated":"2026-03-10T12:44:23Z"}],"keyword":["Use Case Description","Quality Criteria","Bad Smells","Validation","LLM","NLP"],"status":"public","language":[{"iso":"eng"}],"_id":"6791","title":"Automatic Validation of Use Case Descriptions in terms of quality criteria and bad smells via NLP models and LLMs - Extended Version","year":"2026","license":"https://creativecommons.org/licenses/by-nc-sa/4.0/","publication_status":"published","tmp":{"image":"/images/cc_by_nc_sa.png","legal_code_url":"https://creativecommons.org/licenses/by-nc-sa/4.0/legalcode","name":"Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0)","short":"CC BY-NC-SA (4.0)"},"citation":{"ieee":"E. Aslan Oguz, J. Küster, and F. L. Schildmann, <i>Automatic Validation of Use Case Descriptions in terms of quality criteria and bad smells via NLP models and LLMs - Extended Version</i>. 2026.","apa":"Aslan Oguz, E., Küster, J., &#38; Schildmann, F. L. (2026). <i>Automatic Validation of Use Case Descriptions in terms of quality criteria and bad smells via NLP models and LLMs - Extended Version</i>.","short":"E. Aslan Oguz, J. Küster, F.L. Schildmann, Automatic Validation of Use Case Descriptions in Terms of Quality Criteria and Bad Smells via NLP Models and LLMs - Extended Version, 2026.","bibtex":"@book{Aslan Oguz_Küster_Schildmann_2026, title={Automatic Validation of Use Case Descriptions in terms of quality criteria and bad smells via NLP models and LLMs - Extended Version}, author={Aslan Oguz, Evin and Küster, Jochen and Schildmann, Felix Lennart}, year={2026} }","mla":"Aslan Oguz, Evin, et al. <i>Automatic Validation of Use Case Descriptions in Terms of Quality Criteria and Bad Smells via NLP Models and LLMs - Extended Version</i>. 2026.","alphadin":"<span style=\"font-variant:small-caps;\">Aslan Oguz, Evin</span> ; <span style=\"font-variant:small-caps;\">Küster, Jochen</span> ; <span style=\"font-variant:small-caps;\">Schildmann, Felix Lennart</span>: <i>Automatic Validation of Use Case Descriptions in terms of quality criteria and bad smells via NLP models and LLMs - Extended Version</i>, 2026","chicago":"Aslan Oguz, Evin, Jochen Küster, and Felix Lennart Schildmann. <i>Automatic Validation of Use Case Descriptions in Terms of Quality Criteria and Bad Smells via NLP Models and LLMs - Extended Version</i>, 2026.","ama":"Aslan Oguz E, Küster J, Schildmann FL. <i>Automatic Validation of Use Case Descriptions in Terms of Quality Criteria and Bad Smells via NLP Models and LLMs - Extended Version</i>.; 2026."},"date_created":"2026-03-09T10:55:17Z","user_id":"257089","file_date_updated":"2026-03-10T12:44:23Z","main_file_link":[{"open_access":"1"}],"type":"working_paper","author":[{"last_name":"Aslan Oguz","full_name":"Aslan Oguz, Evin","id":"257089","first_name":"Evin"},{"full_name":"Küster, Jochen","last_name":"Küster","first_name":"Jochen","id":"217892"},{"first_name":"Felix Lennart","last_name":"Schildmann","full_name":"Schildmann, Felix Lennart"}],"date_updated":"2026-03-17T15:29:34Z","oa":"1","has_accepted_license":"1"}]