Professorship for Information Systems, in particular Artificial Intelligence and Explainability
Organisational unit: Professoship
Organisation profile
The research group on Artificial Intelligence and Explainability focuses on hybrid AI methods to make machines understand human-created data. That is, we combine modern, sub-symbolic machine learning approaches with symbolic knowledge engineering based on Knowledge Graphs to develop transparent AI systems. We focus on Knowledge Extraction, Speech Assistants, Question Answering, AI ethics, and more.
- E-pub ahead of print
ShortPathQA: A Dataset for Controllable Fusion of Large Language Models with Knowledge Graphs
Salnikov, M., Sakhovskiy, A., Nikishina, I., Usmanova, A., Kraft, A., Möller, C., Banerjee, D., Huang, J., Jiang, L., Abdullah, R., Yan, X., Tutubalina, E., Usbeck, R. & Panchenko, A., 2026, Natural Language Processing and Information Systems: 30th International Conference on Applications of Natural Language to Information Systems, NLDB 2025, Proceedings. Ichise, R. (ed.). Springer Science and Business Media Deutschland, p. 95-110 16 p. (Lecture Notes in Computer Science; vol. 15836 LNCS).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
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DBLP QuAD 2.0: Scholarly Natural Questions from SPARQL
Taffa, T., Neises, P., Ollinger, S., Westphal, P., Ackermann, M. R., Banerjee, D. & Usbeck, R., 09.12.2025, K-CAP '25: Proceedings of the 13th Knowledge Capture Conference 2025.Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- Published
ASK-DBLP: Answering Questions over DBLP
Taffa, T., Neises, P., Ollinger, S., Westphal, P., Ackermann, M. R., Banerjee, D. & Usbeck, R., 02.11.2025, ISWC-C 2025, Industry, Doctoral Consortium, Posters and Demos at ISWC 2025: Joint Proceedings of Industry, Doctoral Consortium, Posters and Demos of the 24th International Semantic Web Conference (ISWC-C 2025), ISWC 2025 Companion Volume. Celino, I., Hassanzadeh, O., Bernstein, A., Noy, N., Cheng, G., Wang, S., Ferrada, S., Soulard, T., Kozaki, K., Takeda, H. & Gentile, A. L. (eds.). Aachen: Sun Site Central Europe (RWTH Aachen University), p. 435-440 6 p. D13. (CEUR Workshop Proceedings; vol. 4085).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
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Best Practices in AI and Data Science Models Evaluation
Banerjee, D., Taffa, T. A. & Usbeck, R., 2025, INFORMATIK 2025 : The Wide Open - Offenheit von Source bis Science, 16.-19.September 2025 Potsdam. Lucke, U., Stieglitz, S., Uebernickel, F., Lamprecht, A.-L. & Klein, M. (eds.). Bonn: Gesellschaft für Informatik, Bonn, p. 1211-1219 9 p. (Lecture Notes in Informatics; vol. P366).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
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NFDI4DS: Shared Tasks for Scholarly Document Processing
Ahmad, R. A., Abdulla, R., Taffa, T. A., Auer, S., Giglou, H. B., Borisova, E., Chen, Z., Dietze, S., D'Souza, J., Elwes, M., Gesese, G. A., Jiang, S., Kutafina, E., Mayr, P., Rehm, G., Sadruddin, S., Schimmler, S., Schneider, D., Silva, K., Upadhyaya, S. & Usbeck, R., 2025, INFORMATIK 2025: The Wide Open - Offenheit von Source bis Science: 55. Jahrestagung der Gesellschaft für Informatik, Potsdam, Germany, September 16-19, 2025. Lucke, U., Stieglitz, S., Uebernickel, F., Lamprecht, A.-L. & Klein, M. (eds.). Bonn: Gesellschaft für Informatik, Bonn, Vol. P-366. p. 1195-1205 11 p. (Lecture Notes in Informatics (LNI)).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
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Analyzing the Influence of Knowledge Graph Information on Relation Extraction.
Möller, C. & Usbeck, R., 2025Research output: other publications › Other › Research
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DBLPLink 2.0 - An Entity Linker for the DBLP Scholarly Knowledge Graph
Banerjee, D., Taffa, T. A. & Usbeck, R., 30.07.2025, Industry, Doctoral Consortium, Posters and Demos at ISWC 2025: Joint Proceedings of Industry, Doctoral Consortium, Posters and Demos of the 24th International Semantic Web Conference (ISWC-C 2025) Nara, Japan, November 2-6, 2025.. Celino, I., Hassanzadeh, O., Bernstein, A., Noy, N., Cheng, G., Wang, S., Ferrada, S., Kozaki, T., Takeda, H. & Gentile, A. L. (eds.). Aachen: Sun Site Central Europe (RWTH Aachen University), Vol. 4085. p. 435-440 6 p. (CEUR Workshop Proceedings; vol. 4085).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- Published
HySQA: Hybrid Scholarly Question Answering
Taffa, T., Banerjee, D., Assabie, Y. & Usbeck, R., 26.08.2025, Linking Meaning: Semantic Technologies Shaping the Future of AI: Proceedings of the 21st International Conference on Semantic Systems, 3-5 September 2025, Vienna, Austria. Spahiu, B., Vahdati, S., Salatino, A., Pellegrini, T. & Havur, G. (eds.). Amsterdam: IOS Press BV, p. 247-263 17 p. (Studies on the Semantic Web; vol. 62).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- Published
Automating SPARQL Query Translations between DBpedia and Wikidata
Bartels, M. C., Banerjee, D. & Usbeck, R., 14.07.2025, Linking Meaning: Semantic Technologies Shaping the Future of AI: Cover 74617 Proceedings of the 21st International Conference on Semantic Systems, 3-5 September 2025, Vienna, Austria. Spahiu, B., Vahdati, S., Salatino, A., Pellegrini, T. & Havur, G. (eds.). IOS Press BV, p. 176-193 18 p. (Studies on the Semantic Web; vol. 62).Research output: Contributions to collected editions/works › Article in conference proceedings › Research
- Published
Knowledge Graph Question Answering and Large Language Models
Banerjee, D., Hu, N., Tan, Y., Min, D., Wu, Y., Usbeck, R. & Qi, G., 17.03.2025, Handbook on Neurosymbolic AI and Knowledge Graphs. Hitzler, P., Dalal, A., Mahdavinejad, M. S. & Norouzi, S. S. (eds.). IOS Press BV, p. 466-531 66 p. ( Frontiers in Artificial Intelligence and Applications; vol. 400).Research output: Contributions to collected editions/works › Chapter