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Professorship for Information Systems, in particular Artificial Intelligence and Explainability

Organisational unit: Professoship

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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.

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  1. 2025
  2. 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, Joint Proceedings of Industry, Doctoral Consortium, Posters and Demos of the 24th International Semantic Web Conference (ISWC-C 2025). Vol. Vol-4085.

    Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

  3. 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

  4. Published

    DBLPLink 2.0 -- An Entity Linker for the DBLP Scholarly Knowledge Graph

    Banerjee, D., Taffa, T. A. & Usbeck, R., 30.07.2025

    Research output: other publications › Other › Research

  5. 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

  6. 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

  7. Published

    Biomedical Entity Linking with Triple-aware Pre-Training

    Yan, X., Möller, C. & Usbeck, R., 16.06.2025, Semantic Technologies and Deep Learning Models for Scientific, Technical and Legal Data 2025. Dessi, R., Jeenu, J., Dessi, D., Osborne, F. & Aras, H. (eds.). Aachen: CEUR-WS, 8 p. (CEUR Workshop Proceedings; vol. 3979).

    Research output: Contributions to collected editions/works › Article in conference proceedings › Research

  8. Published

    Bridge-Generate: Scholarly Hybrid Question Answering

    Taffa, T. A. & Usbeck, R., 23.05.2025, WWW Companion 2025 - Companion Proceedings of the ACM Web Conference 2025: Companion Proceedings of the ACM Web Conference 2025, April 28-May 2, 2025 Sydney, NSW, Australia. Long, G., Blumestein, M., Chang, Y., Lewin-Eytan, L., Huang, H. & Yom-Tov, E. (eds.). New York: Association for Computing Machinery, Inc, p. 1321-1325 5 p.

    Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

  9. 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

  10. Published

    Neuro-Symbolic Relation Extraction

    Yan, X., Usmanova, A., Möller, C., Westphal, P. & Usbeck, R., 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. 550-576 27 p. ( Frontiers in Artificial Intelligence and Applications; vol. 400).

    Research output: Contributions to collected editions/works › Chapter

  11. Published

    SH-CoDE: Scholarly Hybrid Complex Question Decomposition and Execution

    Taffa, T. A. & Usbeck, R., 05.02.2025, Proceedings - 2025 19th International Conference on Semantic Computing, ICSC 2025: ICSC 2025, Laguna Hills, CA, USA, 3-5 February 2025; Proceedings. Piscataway: IEEE - Institute of Electrical and Electronics Engineers Inc., p. 128-135 8 p. 11036317. (Proceedings - IEEE International Conference on Semantic Computing, ICSC).

    Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

  12. Published

    Junior fellows and distinguished dissertation of the GI and AI for crisis

    Usbeck, R., Kraft, A. & Westphal, P., 01.02.2025, In: IT - Information Technology. 67, 1, p. 1-2 2 p.

    Research output: Journal contributions › Other (editorial matter etc.) › Research

  13. Published

    Analyzing the Influence of Knowledge Graph Information on Relation Extraction.

    Möller, C. & Usbeck, R., 2025

    Research output: other publications › Other › Research

  14. Published

    Analyzing the Influence of Knowledge Graph Information on Relation Extraction

    Möller, C. & Usbeck, R., 2025, The Semantic Web: 22nd European Semantic Web Conference, ESWC 2025 Portoroz, Slovenia, June 1–5, 2025 Proceedings, Part I. Curry, E., Acosta, M., Poveda-Villalón, M., van Erp, M., Ojo, A., Hose, K., Shimizu, C. & Lisena, P. (eds.). Cham: Springer Nature Switzerland AG, Vol. 1. p. 460-480 21 p. (Lecture Notes in Computer Science ; vol. 15718).

    Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

  15. Published

    Best Practices in AI and Data Science Models Evaluation

    Banerjee, D., Taffa, T. A. & Usbeck, R., 2025, 55. Jahrestagung der Gesellschaft für Informatik, INFORMATIK 2025: The Wide Open - Offenheit von Source bis Science, Potsdam, Germany, September 16-19, 2025. Lucke, U., Stieglitz, S., Uebernickel, F., Lamprecht, A.-L. & Klein, M. (eds.). Gesellschaft für Informatik, Bonn, Vol. P-366. p. 1211-1219 9 p. (LNI).

    Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

  16. Published

    DISCIE–Discriminative Closed Information Extraction

    Möller, C. & Usbeck, R., 2025, The Semantic Web – ISWC 2024 - 23rd International Semantic Web Conference, Proceedings. Demartini, G., Hose, K., Acosta, M., Palmonari, M., Cheng, G., Skaf-Molli, H., Ferranti, N., Hernández, D. & Hogan, A. (eds.). Cham: Springer Nature Switzerland AG, p. 23-40 18 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 15232 LNCS).

    Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

  17. Published

    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, 55. Jahrestagung der Gesellschaft für Informatik, INFORMATIK 2025: The Wide Open - Offenheit von Source bis Science, Potsdam, Germany, September 16-19, 2025. Lucke, U., Stieglitz, S., Uebernickel, F., Lamprecht, A.-L. & Klein, M. (eds.). Gesellschaft für Informatik, Bonn, Vol. P-366. p. 1195-1205 11 p. (LNI).

    Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

  18. Published

    Ontology-Guided, Hybrid Prompt Learning for Generalization in Knowledge Graph Question Answering

    Jiang, L., Huang, J., Moller, C. & Usbeck, R., 2025, Proceedings - 2025 19th International Conference on Semantic Computing, ICSC 2025. Institute of Electrical and Electronics Engineers Inc., p. 28-35 8 p. (Proceedings - IEEE International Conference on Semantic Computing, ICSC).

    Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

  19. 2024
  20. Published

    Creative spaces in computer science

    Kohler, M., Usbeck, R. & Edinger, J., 12.2024, In: IT - Information Technology. 66, 2-3, p. 39-41 3 p.

    Research output: Journal contributions › Other (editorial matter etc.) › Research

  21. Published

    Bridging the Gap: Generating a Comprehensive Biomedical Knowledge Graph Question Answering Dataset

    Yan, X., Westphal, P., Seliger, J. & Usbeck, R., 16.10.2024, ECAI 2024 : 27th European Conference on Artificial Intelligence, 19-24 October 2024, Santiago de Compostela, Spain; including 13th Conference on Prestigious Applications of Intelligent Systems (PAIS 2024), Proceedings. Endriss, U., Melo, F. S., Bach, K., Diz, A. J. B., Alonso-Moral, J. M., Barro, S. & Heintz, F. (eds.). Amsterdam: IOS Press BV, p. 1198-1205 8 p. (Frontiers in Artificial Intelligence and Applications; vol. 392).

    Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

  22. Published

    Entity Linking with Out-of-Knowledge-Graph Entity Detection and Clustering Using Only Knowledge Graphs

    Möller, C. & Usbeck, R., 11.09.2024, Knowledge Graphs in the Age of Language Models and Neuro-Symbolic AI- : Proceedings of the 20th International Conference on Semantic Systems, 17-19 September 2024, Amsterdam, The Netherlands. Salatino, A. A., Alam, M., Ongenae, F., Vahdati, S., Gentile, A. L., Pellegrini, T. & Jiang, S. (eds.). Amsterdam: IOS Press BV, p. 88-105 18 p. (Studies on the Semantic Web; vol. 60).

    Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

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