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.
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Machine Learning Applications
Arndt, N., Molitor, P. & Usbeck, R., 27.08.2023, In: IT - Information Technology. 65, 4-5, p. 139-141 3 p.Research output: Journal contributions › Other (editorial matter etc.) › Research
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Low Resource Question Answering: An Amharic Benchmarking Dataset: An Amharic Benchmarking Dataset
Taffa, T. A., Assabie, Y. & Usbeck, R., 2024, The Fifth Workshop on Resources for African Indigenous Languages @LREC-COLING-2024 (RAIL): Workshop Proceedings. Mabuya, R., Matfunjwa, M., Setaka, M. & van Zaanen, M. (eds.). Paris: European Language Resources Association (ELRA), p. 124-132 9 p. (LREC proceedings)( International conference on computational linguistics).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
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Leveraging LLMs in Scholarly Knowledge Graph Question Answering
Taffa, T. A. & Usbeck, R., 2023, Joint Proceedings of Scholarly QALD 2023 and SemREC 2023 co-located with 22nd International Semantic Web Conference ISWC 2023, Athens, Greece, November 6-10, 2023. Banerjee, D., Usbeck, R., Mihindukulasooriya, N., Singh, G., Mutharaju, R. & Kapanipathi, P. (eds.). CEUR-WS.org, Vol. 3592. 10 p. (CEUR Workshop Proceedings; vol. 3592).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
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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
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Joint Proceedings of Scholarly QALD 2023 and SemREC 2023 co-located with 22nd International Semantic Web Conference ISWC 2023: Athens, Greece, November 6-10, 2023
Banerjee, D. (Editor), Usbeck, R. (Editor), Mihindukulasooriya, N. (Editor), Jaradeh, M. Y. (Editor), Auer, S. (Editor), Singh, G. (Editor), Mutharaju, R. (Editor) & Kapanipathi, P. (Editor), 2023, Aachen: Rheinisch-Westfälische Technische Hochschule Aachen. (CEUR Workshop Proceedings; vol. 3592)Research output: Books and anthologies › Conference proceedings › Research
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Inflation Narratives from a Machine Learning Perspective
Möller, C., Huang, J., Weinig, M. V., Usbeck, R. & Fritsche, U., 01.10.2023, Digital Total - Computing & Data Science an der Universität Hamburg und in der Wissenschaftsmetropole Hamburg: Book of Abstracts. Semmann, M., Yimam, S. M., Schöning-Stierand, K. & Biemann, C. (eds.). Hamburg: Universitat Hamburg, p. 143 1 p.Research output: Contributions to collected editions/works › Published abstract in conference proceedings › Research › peer-review
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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
- In preparation
Hybrid-SQuAD: Hybrid Scholarly Question Answering Dataset
Taffa, T. A., Banerjee, D., Assabie, Y. & Usbeck, R., 2024, (In preparation)Research output: other publications › Other › Research
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Event Extraction Alone Is Not Enough
Huang, J., Jiang, L., Möller, C. & Usbeck, R., 05.2024, Narrative Extraction From Texts 2024: Proceedings of Text2Story — Seventh Workshop on Narrative Extraction From Texts held in conjunction with the 46th European Conference on Information Retrieval (ECIR 2024). Campos, R., Jorge, A. M., Jatowt, A., Bhatia, S. & Litvak, M. (eds.). Aachen: Rheinisch-Westfaelische Technische Hochschule Aachen, Vol. 3671. p. 105-114 10 p. (CEUR Workshop Proceedings; vol. 3671).Research output: Contributions to collected editions/works › Conference contribution › peer-review
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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