Deutsch Intern
    Data Science Chair

    Janna Omeliyanenko, M.Sc.

    Chair of Data Science (Informatik X)
    University of Würzburg
    Campus Hubland Nord
    Emil-Fischer-Straße 50
    97074 Würzburg
    Germany

    Email: janna.omeliyanenko[at]uni-wuerzburg.de

    Phone: (+49 931)  31 - 83384

    Office: Room 50.03.018 (Building G50, Institutsgebäude Künstliche Intelligenz)

    Projects and Research Interests

    Knowledge Graph - Artificial Intelligence  -  Machine Learning - Natural Language Processing

    Since the early 2019, I am part of the DMIR research group. As part of the NLP group, I am investigating approaches to combine structured knowledge representations such as knowledge graphs and unstructured knowledge representations such as language models to improve model performance.

    Teaching

    • NLP and Text Mining (winter term  2019/20, winter term 2021/22)
    • Seminar "Selected Chapters from Machine Learning" (winter term 2020/21, summer term 2021, winter term 2021/22, summer term 2024)
    • XtAI Lab I (winter term 2020/21, summer term 2021, winter term 2021/22, summer term 2022, winter term 2022/23, summer term 2023, winter term 2023/24)
    • XtAI Lab II (summer term 2021, winter term 2022/23,  summer term 2023, winter term 2023/24)
    • Fundamentals of Algorithms and Data Structures (winter term 2022/23, winter term 2023/24)

    Publications

    2024[ to top ]
    • PreAdapter: Pre-training ...
      Omeliyanenko, J., Hotho, A., and Schlör, D. (2024) “PreAdapter: Pre-training Language Models on Knowledge Graphs”, International Semantic Web Conference ISWC 2024, to appear.
    2023[ to top ]
    • Large Language Models and...
      Pan, J.Z., Razniewski, S., Kalo, J.-C., Singhania, S., Chen, J., Dietze, S., Jabeen, H., Omeliyanenko, J., Zhang, W., Lissandrini, M., Biswas, R., de Melo, G., Bonifati, A., Vakaj, E., Dragoni, M., and Graux, D. (2023) “Large Language Models and Knowledge Graphs: Opportunities and Challenges”, Transactions on Graph Data and Knowledge, 1(1), 2:1–2:38, available: https://doi.org/10.4230/TGDK.1.1.2.
    • CapsKG: Enabling Continua...
      Omeliyanenko, J., Zehe, A., Hotho, A., and Schlör, D. (2023) “CapsKG: Enabling Continual Knowledge Integration in Language Models for Automatic Knowledge Graph Completion”, International Semantic Web Conference ISWC 2023.
    2021[ to top ]
    • Sales, A., Zehe, A., Marinho, L.B., Veloso, A., Hotho, A., and Omeliyanenko, J. (2021) “Assessing Media Bias in Cross-Linguistic and Cross-National Populations”, Proceedings of the International AAAI Conference on Web and Social Media, 15(1), 561–572, available: https://ojs.aaai.org/index.php/ICWSM/article/view/18084.
    2020[ to top ]
    • LM4KG: Improving Common S...
      Omeliyanenko, J., Zehe, A., Hettinger, L., and Hotho, A. (2020) “LM4KG: Improving Common Sense Knowledge Graphs with Language Models”, in International Semantic Web Conference, Springer.