Forschung

Zu unserer Arbeit an der Semper-KI-Plattform forschen wir kontinuierlich in den Bereichen Large Language Models, Semantic Web und Ontologien, Logistik und Plattformökonomie.


Released 2024

Assessing SPARQL capabilities of Large Language Models.

EN 2024 Meyer, L. P., Frey, J., Brei, F., Arndt, N.
https://arxiv.org/abs/2409.05925
Meyer, L. P., Frey, J., Brei, F., & Arndt, N. (2024). Assessing SPARQL capabilities of Large Language Models. arXiv preprint arXiv:2409.05925.
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Partner Selection in Additive Manufacturing Networks

EN 2024 Chen, X., Thi, Y.M., Sprigode, J., Riedel, R., Grzona, P.
https://link.springer.com/chapter/10.1007/978-3-031-71629-4_29
Chen, X., Thi, Y.M., Sprigode, J., Riedel, R., Grzona, P. (2024). Partner Selection in Additive Manufacturing Networks. In: Thürer, M., Riedel, R., von Cieminski, G., Romero, D. (eds) Advances in Production Management Systems. Production Management Systems for Volatile, Uncertain, Complex, and Ambiguous Environments. APMS 2024. IFIP Advances in Information and Communication Technology, vol 730. Springer, Cham. https://doi.org/10.1007/978-3-031-71629-4_29
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Leveraging small language models for Text2SPARQL tasks to improve the resilience of AI assistance

EN 2024 Brei, F., Frey, J., & Meyer, L. P.
https://arxiv.org/abs/2405.17076
Brei, F., Frey, J., & Meyer, L. P. (2024). Leveraging small language models for Text2SPARQL tasks to improve the resilience of AI assistance.arXiv preprint arXiv:2405.17076.
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Assessing the Evolution of LLM capabilities for Knowledge Graph Engineering in 2023

EN 2024 Johannes Frey, Lars-Peter Meyer, Felix Brei, Sabine Gründer-Fahrer, Michael Martin
https://link.springer.com/chapter/10.1007/978-3-031-78952-6_5
Frey, J., Meyer, L.-P., Brei, F., Gründer-Fahrer, S., Martin, M. (2024) Assessing the Evolution of LLM capabilities for Knowledge Graph Engineering in 2023, ESCW 2024 https://t1p.de/3nkvl
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Towards self-configuring Knowledge Graph Construction Pipelines using LLMs – A Case Study with RML

EN 2024 Marvin Hofer, Johannes Frey, Erhard Rahm
https://openreview.net/forum?id=ALgDqGCGdB
Hofer, M., Frey, J., Rahm, E. (2024). Towards self-configuring Knowledge Graph Construction Pipelines using LLMs – A case study with RML, Fifth International Workshop on Knowledge Graph Construction ESWC 2024 https://openreview.net/forum?id=ALgDqGCGdB
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The state of the additive manufacturing ontology landscape for enabling rapid response in times of crisis

EN 2024 Frey, J., Akrami, A., Zinke-Wehlmann, C.
https://www.sciencedirect.com/science/article/pii/S1877050924002382
Frey, J., Akrami, A., Zinke-Wehlmann, C. (2023). The state of the additive manufacturing ontology landscpae for enabling rapid response in times of crisis, 5th International Conference on Industry 4.0 and Smart Manufacturing
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A survey on smart product-service systems in manufacturing

EN 2024 Anton Mauersberger, Mohaned Alaluss, Antonia Beyer, Kilian Armin Nölscher, Alexander Rauscher, Heiner Reinhardt, Steffen Ihlenfeldt
https://www.sciencedirect.com/science/article/pii/S2212827123009356
Mauersberger, A., Alaluss, M., Beyer, A., Nölscher, K., Rauscher, A., Reinhardt, H., Ihlenfeldt, S., 2023, A survey on smart product-service systems in manufacturing, Procedia CIRP, Volume 120, Pages 1504-1509. https://doi.org/10.1016/j.procir.2023.09.203
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Released 2023

Artificial Intelligence Support for Smart Logistics Systems in Industrial Environments

EN 2023 Schumann, C., Riedel, R., Franke, S., Nitsche, A., Runte, C.
https://saemobilus.sae.org/papers/artificial-intelligence-support-smart-logistics-systems-industrial-environments-2022-01-0347
Schumann, C., Riedel, R., Franke, S., Nitsche, A. et al., "Artificial Intelligence Support for Smart Logistics Systems in Industrial Environments," SAE Technical Paper 2022-01-0347, 2022, https://doi.org/10.4271/2022-01-0347.
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Benchmarking the Abilities of Large Language Models for RDF Knowledge Graph Creation and Comprehension: How Well Do LLMs Speak Turtle?

EN 2023 Johannes Frey, Lars-Peter Meyer, Natanael Arndt, Felix Brei, Kirill Bulert
https://arxiv.org/abs/2309.17122
Frey, J., Meyer, L. P., Arndt, N., Brei, F., & Bulert, K. (2023). Benchmarking the abilities of large language models for rdf knowledge graph creation and comprehension: How well do llms speak turtle?. arXiv preprint arXiv:2309.17122. https://doi.org/10.48550/arXiv.2309.17122
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Requirements for a ML- and platform-based simulation service

EN 2023 Grzona, Pierre; Mai Thi, Yen; Zumpe, Florian; Münnich, Marc
https://www.db-thueringen.de/receive/dbt_mods_00057805
Grzona, P., Mai Thi, Y., Zumpe, F. and Münnich, M., 2023, Requirements for a ML- and platform-based simulation service. 20. ASIM Fachtagung Simulation in Produktion und Logistik 2023 (p. 187). https://doi.org/10.22032/dbt.57805
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The Potential of Additive Manufacturing Networks in Crisis Scenarios

EN 2023 Thi, Y.M., Chen, X., Riedel, R.
https://doi.org/10.1007/978-3-031-43666-6_37
Mai, Y.T.; Chen, X.; Riedel, R.: The Potential of Additive Manufacturing Networks in Crisis Scenarios. In: Alfnes, E., Romsdal, A., Strandhagen, J.O., von Cieminski, G., Romero, D. (eds): Advances in Production Management Systems. Production Management Systems for Responsible Manufacturing, Service, and Logistics Futures. APMS 2023. IFIP Advances in Information and Communication Technology, vol 690. Springer, Cham. https://doi.org/10.1007/978-3-031-43666-6_37
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Developing a Scalable Benchmark for Assessing Large Language Models in Knowledge Graph Engineering

EN 2023 Meyer, L.-P., Frey, J., Junghanns, K., Brei, F., Bulert, K., Gründer-Fahrer, S., Martin, M.
https://t1p.de/8rbji
Meyer, Lars-Peter & Frey, Johannes & Junghanns, Kurt & Brei, Felix & Bulert, Kirill & Gründer-Fahrer, Sabine & Martin, Michael. (2023). Developing a Scalable Benchmark for Assessing Large Language Models in Knowledge Graph Engineering.
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LLM-assisted Knowledge Graph Engineering: Experiments with ChatGPT

EN 2023 Lars-Peter Meyer, Claus Stadler, Johannes Frey, Norman Radtke, Kurt Junghanns, Roy Meissner, Gordian Dziwis, Kirill Bulert, Michael Martin
https://arxiv.org/abs/2307.06917
Meyer, L. P., Stadler, C., Frey, J., Radtke, N., Junghanns, K., Meissner, R., … & Martin, M. (2023). Llm-assisted knowledge graph engineering: Experiments with chatgpt.
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Research and Development – Consortia and collaboration: Fraunhofer

EN 2023 Mueller, B.
Mueller, B.: Part 6: Research and Development – Consortia and collaboration: Fraunhofer. In: Wohlers, T. et al (Eds.) Wohlers Report 2023 – 3D Printing and Additive Manufacturing Global State of the Industry. ASTM International, Washington, DC (USA), 2023, ISBN 978-1-6220-4966-0, S. 270 – 271.

Simulation und Maschinelles Lernen in Supply Chains

EN/DE 2023 Münnich, M., Zumpe, F. and Grzona, P.
https://www.asim-gi.org/publikationen/asim-fg-workshops/detail/kurzbeitraege-und-abstract-beitraege-asim-workshop-sts-gmms-edu-2023-magdeburg
Münnich, M., Zumpe, F. and Grzona, P., 2023, Simulation und Maschinelles Lernen in Supply Chains. In ASIM WS 2023 Kurzbeiträge und Abstract-Beiträge, ARGESIM Publisher Vienna.
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From demand to digital platform: A reference process for hospital procurement, Integrated Systems in Medical Technologies (ISMT)

2023 Rieprich, M., Ramm, S., Berndt, S.
Rieprich, M., Ramm, S. and Berndt, S., 2023, From demand to digital platform: A reference process for hospital procurement, Integrated Systems in Medical Technologies (ISMT), 14.-15. September 2023, Erlangen.

Wertschöpfungsnetzwerke in der Gesundheitsindustrie Steigerung der Resilienz gegenüber krisenbedingten Störungen

DE 2023 Rieprich, M., Ramm, S.
https://industry-science.com/artikel/wertschoepfungsnetzwerke-in-der-gesundheitsindustrie-steigerung-der-resilienz-gegenueber-krisenbedingten-stoerungen/
Rieprich, M., and Ramm, S., 2023, Wertschöpfungsnetzwerke in der Gesundheitsindustrie: Steigerung der Resilienz gegenüber krisenbedingten Störungen, Industrie 4.0 Management, 39, 40-44.
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How to finance the supply chain when you are small? Clearance sale and loan payment timing in financially constrained supply chains

EN 2023 Priya, B., Biswas, I., Thürer, M., Avittathur, B.
https://www.sciencedirect.com/science/article/abs/pii/S0925527323001664
Priya, B., Biswas, I., Thürer, M., and Avittathur, B., 2023, How to finance the supply chain when you are small? Clearance sale and loan payment timing in financially constrained supply chains, International Journal of Production Economics, 263, 108934.
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Released 2022

Supply Chain Management: Robuste Logistik und resiliente Lieferketten.

DE 2022 Nagel, M.; Riedel, R.
Nagel, M.; Riedel, R.: Supply Chain Management: Robuste Logistik und resiliente Lieferketten. In: A. Klein; P. Schenteler; T. Steinhauser (Hrsg.): Einkaufscontrolling. Instrumente und Kennzahlen für einen höheren Wertbeitrag des Einkaufs. Haufe-Lexware GmbH & Co. KG, Freiburg, 2022. S. 179-195