[{"department":[{"_id":"103"}],"editor":[{"full_name":"Behrendt, Fabian","last_name":"Behrendt","first_name":"Fabian"},{"first_name":"Hartmut","last_name":"Zadek","full_name":"Zadek, Hartmut"},{"first_name":"Jettarat","last_name":"Janmontree","full_name":"Janmontree, Jettarat"},{"full_name":"Trojahn, Sebastian","first_name":"Sebastian","last_name":"Trojahn"},{"full_name":"Lang, Sebastian","last_name":"Lang","first_name":"Sebastian"}],"author":[{"last_name":"Döring","orcid":"0009-0000-3555-4183","first_name":"Lina","full_name":"Döring, Lina","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0000-3555-4183/work/221016189","id":"231689"},{"full_name":"Trojahn, Sebastian","first_name":"Sebastian","last_name":"Trojahn"},{"full_name":"Reusch, Pascal","first_name":"Pascal","last_name":"Reusch","id":"223271"}],"main_file_link":[{"url":"https://opendata.uni-halle.de/bitstream/1981185920/125478/1/DW16_Smart%20Data%20Adapter%20A%20Hybrid%20Pattern-LLM%20Approach.pdf"}],"_id":"7068","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>.","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>","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.","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","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.","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>","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} }"},"user_id":"220548","language":[{"iso":"eng"}],"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"}],"publication":"19th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management","date_updated":"2026-07-20T08:11:01Z","status":"public","publication_status":"published","date_created":"2026-07-16T18:51:32Z","project":[{"_id":"f432a2ee-bceb-11ed-a251-a83585c5074d","name":"Institute for Data Science Solutions"}],"quality_controlled":"1","title":"Smart data adapter: A hybrid pattern-LLM approach","keyword":["Semantic Data Type Detection","DigitalTwin","Manufacturing SMEs","Zero-shot Learning","Hybrid AI","LLM"],"conference":{"location":"Magdeburg","name":"19th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management","end_date":"2026-06-16","start_date":"2026-06-15"},"type":"conference","doi":"10.25673/123544","publisher":"Otto von Guericke University Library, Magdeburg, Germany","year":"2026"},{"date_updated":"2026-06-01T15:15:50Z","publication_identifier":{"eissn":["2504-2289"]},"author":[{"id":"232004","first_name":"Marvin","last_name":"Niederhaus","orcid":"0009-0008-8581-2708","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0008-8581-2708/work/194508828","full_name":"Niederhaus, Marvin"},{"id":"218473","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-7223-1735/work/194483982","full_name":"Migenda, Nico","first_name":"Nico","last_name":"Migenda","orcid":"0000-0002-7223-1735"},{"full_name":"Weller, Julian","first_name":"Julian","last_name":"Weller"},{"orcid":"0009-0002-9374-0720","last_name":"Kohlhase","first_name":"Martin","full_name":"Kohlhase, Martin","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0002-9374-0720/work/194483983","id":"226669"},{"full_name":"Schenck, Wolfram","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0003-3300-2048/work/194483984","last_name":"Schenck","orcid":"0000-0003-3300-2048","first_name":"Wolfram","id":"224375"}],"file":[{"file_size":13995224,"file_id":"6245","content_type":"application/pdf","relation":"main_file","file_name":"BDCC-09-00261.pdf","date_created":"2025-10-17T07:11:25Z","access_level":"open_access","date_updated":"2025-10-17T07:11:25Z","creator":"mniederhaus","success":1}],"doi":"10.3390/bdcc9100261","type":"journal_article","volume":9,"urn":"urn:nbn:de:hbz:bi10-62444","status":"public","publication":"Big Data and Cognitive Computing","date_created":"2025-10-17T07:19:59Z","publication_status":"published","user_id":"226669","language":[{"iso":"eng"}],"main_file_link":[{"url":"https://www.mdpi.com/2504-2289/9/10/261/pdf","open_access":"1"}],"citation":{"chicago":"Niederhaus, Marvin, Nico Migenda, Julian Weller, Martin Kohlhase, and Wolfram Schenck. “Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender Systems.” <i>Big Data and Cognitive Computing</i> 9, no. 10 (2025). <a href=\"https://doi.org/10.3390/bdcc9100261\">https://doi.org/10.3390/bdcc9100261</a>.","apa":"Niederhaus, M., Migenda, N., Weller, J., Kohlhase, M., &#38; Schenck, W. (2025). Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender Systems. <i>Big Data and Cognitive Computing</i>, <i>9</i>(10). <a href=\"https://doi.org/10.3390/bdcc9100261\">https://doi.org/10.3390/bdcc9100261</a>","short":"M. Niederhaus, N. Migenda, J. Weller, M. Kohlhase, W. Schenck, Big Data and Cognitive Computing 9 (2025).","ieee":"M. Niederhaus, N. Migenda, J. Weller, M. Kohlhase, and W. Schenck, “Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender Systems,” <i>Big Data and Cognitive Computing</i>, vol. 9, no. 10, 2025.","mla":"Niederhaus, Marvin, et al. “Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender Systems.” <i>Big Data and Cognitive Computing</i>, vol. 9, no. 10, 261, MDPI AG, 2025, doi:<a href=\"https://doi.org/10.3390/bdcc9100261\">10.3390/bdcc9100261</a>.","alphadin":"<span style=\"font-variant:small-caps;\">Niederhaus, Marvin</span> ; <span style=\"font-variant:small-caps;\">Migenda, Nico</span> ; <span style=\"font-variant:small-caps;\">Weller, Julian</span> ; <span style=\"font-variant:small-caps;\">Kohlhase, Martin</span> ; <span style=\"font-variant:small-caps;\">Schenck, Wolfram</span>: Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender Systems. In: <i>Big Data and Cognitive Computing</i> Bd. 9, MDPI AG (2025), Nr. 10","ama":"Niederhaus M, Migenda N, Weller J, Kohlhase M, Schenck W. Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender Systems. <i>Big Data and Cognitive Computing</i>. 2025;9(10). doi:<a href=\"https://doi.org/10.3390/bdcc9100261\">10.3390/bdcc9100261</a>","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} }"},"_id":"6244","intvolume":"         9","department":[{"_id":"103"}],"article_number":"261","article_type":"original","year":"2025","issue":"10","has_accepted_license":"1","funded_apc":"1","publisher":"MDPI AG","oa":"1","file_date_updated":"2025-10-17T07:11:25Z","keyword":["prescriptive analytics","prescriptive platforms","advanced data analytics","retrieval-augmented generation","graph-based retrieval-augmented generation","large language models","generative AI","genAI","recommender system"],"title":"Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender Systems","quality_controlled":"1","project":[{"_id":"beb248c8-cd75-11ed-b77c-e432b4711f7b","name":"Institut für Systemdynamik und Mechatronik"},{"name":"Institute for Data Science Solutions","_id":"f432a2ee-bceb-11ed-a251-a83585c5074d"}]},{"year":"2025","type":"conference","conference":{"location":"Stuttgart","name":"International Entrepreneurship Education Summit (IEES)","end_date":"2025-11-28","start_date":"2025-11-28"},"title":"The Impact of Digitalization and Artificial Intelligence on Professional Service Firms and their Business Models: The Good, the Bad, and the Ugly","keyword":["Professional Service Firm","Business Model Canvas","AI","Accounting Firm","Law Firm","Executive Search","Consulting Firm"],"publication_status":"published","date_created":"2025-11-29T12:58:35Z","publication":"International Entrepreneurship Education Summit (IEES), Hochschule der Medien, Stuttgart, 28.11. 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In: <i>International Entrepreneurship Education Summit (IEES), Hochschule Der Medien, Stuttgart, 28.11. </i>. ; 2025.","bibtex":"@inproceedings{Kampe_Haas_2025, title={The Impact of Digitalization and Artificial Intelligence on Professional Service Firms and their Business Models: The Good, the Bad, and the Ugly}, booktitle={International Entrepreneurship Education Summit (IEES), Hochschule der Medien, Stuttgart, 28.11. }, author={Kampe, Tim and Haas, Christian}, year={2025} }","ieee":"T. Kampe and C. 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.","mla":"Kampe, Tim, and Christian Haas. “The Impact of Digitalization and Artificial Intelligence on Professional Service Firms and Their Business Models: The Good, the Bad, and the Ugly.” <i>International Entrepreneurship Education Summit (IEES), Hochschule Der Medien, Stuttgart, 28.11. </i>, 2025.","alphadin":"<span style=\"font-variant:small-caps;\">Kampe, Tim</span> ; <span style=\"font-variant:small-caps;\">Haas, Christian</span>: 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>, 2025","short":"T. Kampe, C. Haas, in: International Entrepreneurship Education Summit (IEES), Hochschule Der Medien, Stuttgart, 28.11. , 2025."},"_id":"6352","author":[{"orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0003-1217-1360/work/198289328","full_name":"Kampe, Tim","first_name":"Tim","orcid":"0000-0003-1217-1360","last_name":"Kampe","id":"222105"},{"first_name":"Christian","last_name":"Haas","full_name":"Haas, Christian"}]},{"user_id":"242294","corporate_editor":["Gesellschaft für Kognitionswissenschaft"],"language":[{"iso":"eng"}],"status":"public","publication":"KogWis 2025. 16th Biannual Conference of the German Cognitive Science Society.","date_updated":"2026-03-17T15:29:27Z","date_created":"2025-09-05T13:54:35Z","publication_status":"published","author":[{"last_name":"Halbrügge","orcid":"0009-0007-3208-1297","first_name":"Marc","full_name":"Halbrügge, Marc","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0007-3208-1297/work/193197170","id":"256353"},{"last_name":"Jungeblut","orcid":"0000-0001-7425-8766","first_name":"Thorsten","full_name":"Jungeblut, Thorsten","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0001-7425-8766/work/193197171","id":"242294"}],"citation":{"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.","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.","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.","ieee":"M. Halbrügge and T. Jungeblut, “Beyond Heatmaps: Evaluating LIME Visualizations for Human Understandability,” in <i>KogWis 2025. 16th Biannual Conference of the German Cognitive Science Society.</i>, Bochum, 2025.","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","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.","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} }"},"_id":"6175","type":"conference_abstract","year":"2025","keyword":["Explainable AI","XAI","LIME"],"quality_controlled":"1","title":"Beyond Heatmaps: Evaluating LIME Visualizations for Human Understandability","project":[{"name":"CareTech OWL - Zentrum für Gesundheit, Soziales und Technologie","_id":"72dfeb62-b436-11ed-9513-f39505d26204"},{"name":"Institut für Systemdynamik und Mechatronik","_id":"beb248c8-cd75-11ed-b77c-e432b4711f7b"}],"conference":{"name":"KogWis 2025. 16th Biannual Conference of the German Cognitive Science Society","location":"Bochum","end_date":"2025-09-03","start_date":"2025-09-01"}},{"department":[{"_id":"4b342258-bee3-11eb-b75f-c9bf9d645214"}],"author":[{"first_name":"Frauke","last_name":"Wiegraebe","full_name":"Wiegraebe, Frauke"},{"first_name":"Marleen","last_name":"Schönbeck","full_name":"Schönbeck, Marleen"},{"full_name":"Wunderlich, Paul","last_name":"Wunderlich","first_name":"Paul"},{"id":"33965","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0006-8407-3136/work/165894265","full_name":"Nauerth, Annette","first_name":"Annette","last_name":"Nauerth","orcid":"0009-0006-8407-3136"},{"full_name":"Dörksen, Helene","last_name":"Dörksen","first_name":"Helene"}],"citation":{"ieee":"F. Wiegraebe, M. Schönbeck, P. Wunderlich, A. Nauerth, and H. Dörksen, “KI-basiertes Unterstützungstool für pflegende Erwerbstätige,” <i>Pflege und Gesellschaft</i>, vol. 3, pp. 271–285, 2024.","mla":"Wiegraebe, Frauke, et al. “KI-basiertes Unterstützungstool für pflegende Erwerbstätige.” <i>Pflege und Gesellschaft</i>, vol. 3, BeltzJuventa, 2024, pp. 271–85, doi:<a href=\"https://doi.org/10.3262/P&#38;G2403271\">10.3262/P&#38;G2403271</a>.","alphadin":"<span style=\"font-variant:small-caps;\">Wiegraebe, Frauke</span> ; <span style=\"font-variant:small-caps;\">Schönbeck, Marleen</span> ; <span style=\"font-variant:small-caps;\">Wunderlich, Paul</span> ; <span style=\"font-variant:small-caps;\">Nauerth, Annette</span> ; <span style=\"font-variant:small-caps;\">Dörksen, Helene</span>: KI-basiertes Unterstützungstool für pflegende Erwerbstätige. In: <i>Pflege und Gesellschaft</i> Bd. 3, BeltzJuventa (2024), S. 271–285","short":"F. Wiegraebe, M. Schönbeck, P. Wunderlich, A. Nauerth, H. Dörksen, Pflege und Gesellschaft 3 (2024) 271–285.","ama":"Wiegraebe F, Schönbeck M, Wunderlich P, Nauerth A, Dörksen H. KI-basiertes Unterstützungstool für pflegende Erwerbstätige. <i>Pflege und Gesellschaft</i>. 2024;3:271-285. doi:<a href=\"https://doi.org/10.3262/P&#38;G2403271\">10.3262/P&#38;G2403271</a>","bibtex":"@article{Wiegraebe_Schönbeck_Wunderlich_Nauerth_Dörksen_2024, title={KI-basiertes Unterstützungstool für pflegende Erwerbstätige}, volume={3}, DOI={<a href=\"https://doi.org/10.3262/P&#38;G2403271\">10.3262/P&#38;G2403271</a>}, journal={Pflege und Gesellschaft}, publisher={BeltzJuventa}, author={Wiegraebe, Frauke and Schönbeck, Marleen and Wunderlich, Paul and Nauerth, Annette and Dörksen, Helene}, year={2024}, pages={271–285} }","apa":"Wiegraebe, F., Schönbeck, M., Wunderlich, P., Nauerth, A., &#38; Dörksen, H. (2024). 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(2023). 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>","chicago":"Süße, Thomas, Maria Kobert, and Caroline Kries. “Human-AI Interaction in Remanufacturing: Exploring Shop Floor Workers’ Behavioural Patterns within a Specific Human-AI System.” <i>Labour and Industry</i>, 2023, 1–20. <a href=\"https://doi.org/10.1080/10301763.2023.2251103\">https://doi.org/10.1080/10301763.2023.2251103</a>.","mla":"Süße, Thomas, et al. “Human-AI Interaction in Remanufacturing: Exploring Shop Floor Workers’ Behavioural Patterns within a Specific Human-AI System.” <i>Labour and Industry</i>, Informa UK Limited, 2023, pp. 1–20, doi:<a href=\"https://doi.org/10.1080/10301763.2023.2251103\">10.1080/10301763.2023.2251103</a>.","ieee":"T. Süße, M. Kobert, and C. 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