

Jyrki Nummenmaa
Latest publications
A Dataset Generation Method for Bias Evaluation in Retrieval-Augmented Generation
Zhao, Y., Efthymiou, V., Nummenmaa, J. & Stefanidis, K., 2026, Proceedings of the Workshops of the EDBT/ICDT 2026 Joint Conference: 10th International Workshop on Data Analytics solutions for Real-LIfe APplications (DARLI-AP). CEUR-WS, 5. (CEUR Workshop Proceedings; vol. 4192).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Calibrated Multi-agent Consensus for Knowledge Graph Validation Using Open-Source LLM
Kakazai, H. & Nummenmaa, J., 2027, New Trends in Database and Information Systems: ADBIS 2026 Short Papers, Workshops and Doctoral Consortium, Orléans, France, September 28 – October 1, 2026, Proceedings. Vargas Solar, G., Stefanidis, K., Palpanas, T., Marcel, P., Halfeld-Ferrari, M., Vassiliadis, P., Welzer, T., Gallinucci, E. & Peralta, V. (eds.). Springer, p. 60-71 (Communications in Computer and Information Science; vol. 3175 CCIS).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
MedVisionEx: A Data-Information-Knowledge-Wisdom (DIKW) Hierarchy Inspired, Retrieval-Augmented and Knowledge-Graph-Grounded Pipeline for Explainable Medical Visual Question Answering
Perera, N., Raittinen, A., Nummenmaa, J. & Stefanidis, K., 2027, New Trends in Database and Information Systems: ADBIS 2026 Short Papers, Workshops and Doctoral Consortium, Orléans, France, September 28 – October 1, 2026, Proceedings. Vargas Solar, G., Stefanidis, K., Palpanas, T., Marcel, P., Halfeld-Ferrari, M., Vassiliadis, P., Welzer, T., Gallinucci, E. & Peralta, V. (eds.). 1 ed. Springer, p. 228-235 (Communications in Computer and Information Science; vol. 3175 CCIS).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Querying Property Graphs with XPath
Junkkari, M., Svensk, S.-S. & Nummenmaa, J., 2025, New Trends in Database and Information Systems - ADBIS 2025 Short Papers, Workshops, Doctoral Consortium and Tutorials, 2025, Proceedings. Chrysanthis, P. K., Nørvåg, K., Stefanidis, K., Zhang , Z., Quintarelli, E. & Zumpano, E. (eds.). Springer, p. 67-76 10 p. (Communications in Computer and Information Science; vol. 2676).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
ReFaRAG: Re-ranking for Bias Mitigation in Retrieval-Augmented Generation
Zhao, Y., Efthymiou, V., Nummenmaa, J. & Stefanidis, K., 2025, New Trends in Database and Information Systems - ADBIS 2025 Short Papers, Workshops, Doctoral Consortium and Tutorials, 2025, Proceedings. Chrysanthis, P. K., Nørvåg, K., Stefanidis, K., Zhang, Z., Quintarelli, E. & Zumpano, E. (eds.). Springer, p. 516-530 15 p. (Communications in Computer and Information Science; vol. 2676 CCIS).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Computational recognition of narratives: Applying narratological definitions to the analysis of political language use
Hatavara, M., Sandberg, K., Andrushchenko, M., Hälikkö, S., Nummenmaa, J., Nummenmaa, T., Peltonen, J. & Hyvärinen, M., 2024, In: Narrative Inquiry. 34, 2, p. 335–363Research output: Contribution to journal › Article › Scientific › peer-review
Linguistic summarisation of multiple entities in RDF graphs
Zimina, E., Järvelin, K., Peltonen, J., Ranta, A., Stefanidis, K. & Nummenmaa, J., 2024, In: Applied Computing and Intelligence. 4, 1, p. 1-18 18 p.Research output: Contribution to journal › Article › Scientific › peer-review
Toward Designing Ethically Acceptable AI Security Systems Through Agent Modeling
Hallamaa, J., Janhunen, T., Nummenmaa, J., Nummenmaa, T., Saariluoma, P. & Zimina, E., 2024, Smart Urban Safety and Security: Interdisciplinary Perspectives. Autero, A., de Moraes Batista Simão, M. & Karppi, I. (eds.). Palgrave Macmillan, p. 171-196Research output: Chapter in Book/Report/Conference proceeding › Chapter › Scientific › peer-review
TraQuLA: Transparent Question Answering Over RDF Through Linguistic Analysis
Zimina, E., Järvelin, K., Peltonen, J., Ranta, A. & Nummenmaa, J., 2024, Web Engineering - 24th International Conference, ICWE 2024, Proceedings. Stefanidis, K., Systä, K., Matera, M., Heil, S., Kondylakis, H. & Quintarelli, E. (eds.). Springer, p. 19-33 15 p. (Lecture Notes in Computer Science; vol. 14629 LNCS).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Fair Neighbor Embedding
Peltonen, J., Xu, W., Nummenmaa, T. & Nummenmaa, J., Jul 2023, Proceedings of the 40th International Conference on Machine Learning. PMLR, Vol. 202. p. 27564-27584 21 p. (Proceedings of Machine Learning Research).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review