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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. 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

  2. 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

  3. Published

    Structuring Sustainability Reports for Environmental Standards with LLMs guided by Ontology

    Usmanova, A. & Usbeck, R., 2024, ClimateNLP 2024 - 1st Workshop on Natural Language Processing Meets Climate Change, Proceedings of the Workshop. Stammbach, D., Ni, J., Schimanski, T., Dutia, K., Singh, A., Bingler, J., Christiaen, C., Kushwaha, N., Muccione, V., Vaghefi, S. A. & Leippold, M. (eds.). Association for Computational Linguistics (ACL), p. 168-177 10 p. (ClimateNLP 2024 - 1st Workshop on Natural Language Processing Meets Climate Change, Proceedings of the Workshop).

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

  4. Published

    Incorporating Type Information into Zero-Shot Relation Extraction

    Möller, C. & Usbeck, R., 2024, TEXT2KG 2024 and DQMLKG 2024 : 3rd International workshop one knowledge graph generation from text. Data Quality meets Machine Learning and Knowledge Graphs 2024. Tiwari, S., Mihindukulasooriya, N., Osborne, F., Kontokostas, D., D'Souza, J., Kejriwal, M., Pellegrino, M. A., Rula, A., Labra Gayo, J. E., Cochez, M. & Alam, M. (eds.). Aachen: Sun Site Central Europe (RWTH Aachen University), 10 p. (CEUR Workshop Proceedings; vol. 3747).

    Research output: Contributions to collected editions/works › Conference contribution › peer-review

  5. In preparation

    Reporting and Analysing the Environmental Impact of Language Models on the Example of Commonsense Question Answering with External Knowledge

    Usmanova, A., Huang, J., Banerjee, D. & Usbeck, R., 2024, (In preparation) Sustainable AI Conference 2023: Sustainable AI Across Borders: Conference Proceedings. Vol. abs/2408.01453.

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

  6. Published

    TextGraphs 2024 Shared Task on Text-Graph Representations for Knowledge Graph Question Answering

    Sakhovskiy, A., Salnikov, M., Nikishina, I., Usmanova, A., Kraft, A., Möller, C., Banerjee, D., Huang, J., Jiang, L., Abdullah, R., Yan, X., Ustalov, D., Tutubalina, E., Usbeck, R. & Panchenko, A., 01.08.2024, Proceedings of TextGraphs-17: Graph-based Methods for Natural Language Processing: Graph-Based Methods for Natural Language Processing, 62nd Annual Meeting of the Association of Computational Linguistics. Ustalov, D., Gao, Y., Pachenko, A., Tutubalina, E., Nikishina, I., Ramesh, A., Sakhovskiy, A., Usbeck, R., Penn, G. & Valentino, M. (eds.). Kerrville: Association for Computational Linguistics (ACL), p. 116-125 10 p.

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

  7. Published

    Knowledge-Enhanced Language Models Are Not Bias-Proof: Situated Knowledge and Epistemic Injustice in AI

    Kraft, A. & Soulier, E., 03.06.2024, 2024 ACM Conference on Fairness, Accountability, and Transparency, FAccT 2024. Association for Computing Machinery, Inc, p. 1433-1445 13 p. (2024 ACM Conference on Fairness, Accountability, and Transparency, FAccT 2024).

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

  8. Published

    D2R2 2024: Linked Data-driven Resilience Research 2024: Proceedings of the Third International Workshop on Linked Data-driven Resilience Research (D2R2'24) co-located with European Semantic Web Conference 2024 (ESWC 2024), May 27, 2024

    Holze, J. (Editor), Tramp, S. (Editor), Martin, M. (Editor), Auer, S. (Editor), Usbeck, R. (Editor) & Krdzavac, N. (Editor), 2024, Aachen: Rheinisch-Westfaelische Technische Hochschule Aachen. (CEUR Workshop Proceedings; vol. 3707)

    Research output: Books and anthologies › Conference proceedings › Research

  9. Published

    Scholarly Question Answering Using Large Language Models in the NFDI4DataScience Gateway

    Babaei Giglou, H., Taffa, T. A., Abdullah, R., Usmanova, A., Usbeck, R., D’Souza, J. & Auer, S., 2024, Natural Scientific Language Processing and Research Knowledge Graphs - 1st International Workshop, NSLP 2024, Proceedings. Rehm, G., Dietze, S., Schimmler, S. & Krüger, F. (eds.). Springer Science and Business Media Deutschland, p. 3-18 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14770 LNAI).

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

  10. Published

    Master of Disaster: A Disaster-Related Event Monitoring System From News Streams

    Huang, J. & Usbeck, R., 2024

    Research output: other publications › Other › Research

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  7. Konferenz Musikpädagogik an Wissenschaftlichen Hochschulen (Externe Organisation)
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Publications

  1. Optimierung zwischen Zwang und Zustimmung
  2. Individuelle Förderung statt Selektion
  3. Thema: Wissen im Recht
  4. Das Recht auf Bildung
  5. Pocket parks in a compact city
  6. The rediscovery of slowness, or leisure time as one's own and as self-aggrandizement?
  7. From the Substantive to the Ceremonial
  8. Geotextilien sind kein Sonderabfall
  9. Die Verweigerung der Arbeit: philosophische Implikationen einer politisch-ästetischen Praktik
  10. Geschäftsführung ohne Auftrag (§ 687)
  11. Darstellung der Referenzarbeit "Schmidt, Torben (2007) Gemeinsames Lernen mit Selbstlernsoftware im Englischunterricht"
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  14. Mathematiklernen zwischen Metonymien und Metaphern
  15. Aufgabenkultur in der Hauptschule
  16. Nachhaltiger Ressourcenschutz und Recht
  17. Die Gaunerei der ökonomisierten Kunst
  18. „Die Bildredaktion dient mit ihrer Kreativität den Wünschen und Vorstellungen anderer“
  19. Parental Smoking in the Vicinity of Children and Tobacco Control Policies in the European Region
  20. Biodegradability of the Anti-tumour Agents 5-Fluorouracil, Cytarabine, and Gemcitabine
  21. Künstliche Feuchtflächen in Hochwasserrückhaltebecken – eine Chance für die Reduzierung von Pflanzenschutzmitteleinträgen in Gewässer
  22. Fundamental social motives measured across forty-two cultures in two waves
  23. Cultivation of the heterotrophic microalga Galdieria sulphuraria on food waste
  24. Initiating transdisciplinarity in academic case study teaching
  25. Personality Effects on Children’s Speech in Everyday Life
  26. The footprint of pesticide stress in communities-Species traits reveal community effects of toxicants
  27. Keine Kohle für die Kohle
  28. Managementpraxis: drei Geschäftsführer international erfolgreicher MIttelständler im Interview
  29. § 292 Haftung bei Herausgabepflicht
  30. Flippin‘ In – Ein literaturbasiertes YouTube-Inszenierungsprojekt im Englischunterricht der Klasse 11
  31. Fiktionale Fakten
  32. Terézia Mora
  33. Geschichte auf Zeit
  34. Forschendes Lernen