The Sampo portals listed below in the table have had millions
of end users on the Web in total, suggesting feasibility and sustainability of
the approach that has evolved gradually since 2002.
The video below on the left, produced by the Research Council of Finland (Suomen Akatemia), overviews the general idea on using Artificial Intelligence in Digital Humanities related to our work on the Sampo systems.
The second video on the right (in Finnish with English slides) is the emeritus lecture of Prof. Eero Hyvönen in 2026.
It presents our way towards a Web of Wisdom starting from the history of AI, Semantic Web, and SeCo research in Finland, beginning from
organizing the First Finnish AI Symposium in 1984 to the Semantic Web Kick-of in Finland seminar in 2001, and to publication of the system "SampoSampo - Connecting Everything to Everything Else" in 2026.
The Sampo model with the underlying Linked Open Data infrastructure in Finland (Hyvönen, 2022) are explained in the keynote presentation at the DCMI 2021 conference below:
Paradigm Shift in Publishing Cultural Heritage Contents
The Sampo model, data services, and portals aim at making a paradigm change in publishing and using Cultural Heritage content on the Web (Hyvönen, 2020).
The contents are not only published as Linked Data but also integrated seamlessly with intelligent tools for data analysis.
In our vision, AI should not only help the user in solving research problems,
but also in finding new ones using Creative AI methods.
We also focus on white box Explainable AI, which is important in humanities research.
In Douglas Adam’s novel “Hitchhiker’s Guide to the Galaxy”, the computer was asked “What is the meaning of life”. The answer “42” may be right, but a researcher in humanities would also like to know “why”.
Sampo Series
The Sampo series of data services and semantic portals is listed below.
Table: Published and forth-coming semantic portals that have been implemented using the Sampo model (information updated 01/2023)
LetterSampo - Republic of Letters 1500-1800 on the Semantic Web
AcademySampo - Finnish Academic People 1640-1899
BiographySampo - Artificial Intelligence Reading Biographies for the Semantic Web
WarSampo - World War II on the Semantic Web
ParliamentSampo - Parliament of Finland on the Semantic Web
LawSampo - Finnish Legislation and Case Law on the Semantic Web
WarMemoirSampo - Video Interviews of veterans of the Second World War in Finland
Building a National Level Linked Open Data Infrastructure for Digital Humanities in Finland
The keynote presentation video of the DCMI 2021 confence below gives an overview of our work on developing a national Semantic Web infrastructure in Finland and its applications.
Contact
Professor Eero Hyvönen
Aalto University and University of Helsinki (HELDIG)
first.last [ at ] aalto.fi
Publications about the Sampo Model and Sampo Series as a Whole
Publications of each particular Sampo portal are available on their respective homepages listed in the above table.
Sarah Binta Alam Shoilee, Annastiina Ahola, Heikki Rantala, Eero Hyvönen, Victor de Boer, Jacco van Ossenbruggen and Susan Legene: Enhancing Provenance Research with Linked Data: A Visual Approach to Knowledge Discovery. Proceedings of the Second International Workshop of Semantic Digital Humanities (SemDH 2025), co-located with the Extended Semantic Web Conference 2025 (ESWC 2025), vol. 4009, CEUR Workshop Proceedings, June, 2025. bibpdflink
Rafael Leal, Annastiina Ahola, and Eero Hyvönen: Extracting Metadata from Texts and Images for Digital Humanities Research: Lessons Learned from Developing Linked Open Data Applications in Finland. 11, 2025. Submitted for review. bib
This chapter investigates how metadata can be enriched to improve the usability Linked Open Data (LOD) in Digital Humanities research. It reviews successive case studies based on semantic Sampo LOD services and portals in Finland that enable searching, browsing, and analysing parliamentary discussions, legislation and case law, art, historical letters, artefact collections, biographies, and enriched video content. The methodological framework utilises linked data technologies, ontologies, vector space models, Large Language Models (LLM), and Generative AI.
Sarah Binta Alam Shoilee, Annastiina Ahola, Heikki Rantala, Eero Hyvönen, Victor de Boer, Jacco van Ossenbruggen and Susan Legene: PM-SAMPO: Semantic Portal for Heritage Object Provenance Research. The Semantic Web: ESWC 2025 Satellite Events, Portoroz, Slovenia, June 1 - 5, 2025, Proceedings, Springer-Verlag, 2025. Accepted, forth-coming. bibpdf
Eero Hyvönen, Laura Sinikallio, Petri Leskinen, Senka Drobac, Rafael Leal, Matti La Mela, Jouni Tuominen, Henna Poikkimäki and Heikki Rantala: Plenary Speeches of the Parliament of Finland as Linked Open Data and Data Services. Joint Proceedings of the Second International Workshop on Knowledge Graph Generation From Text and the First International BiKE Challenge co-located with 20th Extended Semantic Conference (ESWC 2023), pp. 1-20, CEUR Workshop Proceedings, Vol. 3447, August, 2023. bibpdflink
Telma Peura, Petri Leskinen and Eero Hyvönen: What Linked Data Can Tell about Geographical Trends in Finnish Fiction Literature - Using the BookSampo Knowledge Graph in Digital Humanities. 2022. Abstract under peer review. bib
Arttu Oksanen, Eero Hyvönen, Minna Tamper, Jouni Tuominen, Henna Ylimaa, Katja Löytynoja, Matti Kokkonen and Aki Hietanen: An Anonymization Tool for Open Data Publication of Legal Documents. AI4LEGAL-KGSUM 2022: Artificial Intelligence Technologies for Legal Documents and Knowledge Graph Summarization 2022, vol. 3257, pp. 12-21, CEUR Workshop Proceedings, August, 2022. bibpdflink
Mikko Koho, Rafael Leal, Esko Ikkala, Minna Tamper, Heikki Rantala and Eero Hyvönen: Building Lightweight Ontologies for Faceted Search with Named Entity Recognition: Case WarMemoirSampo. Proceedings of the 1st International Workshop on Knowledge Graph Generation From Text and the 1st International Workshop on Modular Knowledge co-located with 19th Extended Semantic Conference (ESWC 2022) (Sanju Tiwari, Nandana Mihindukulasooriya, Francesco Osborne, Dimitris Kontokostas, Jennifer D’Souza and Mayank Kejriwal (eds.)), vol. 3184, pp. 19-35, CEUR Workshop Proceedings, May, 2022. International Knowledge Graph Generation From Text (TEXT2KG). bibpdflink
Rafael Leal, Heikki Rantala, Mikko Koho, Esko Ikkala, Markus Merenmies and Eero Hyvönen: WarMemoirSampo: A Semantic Portal for War Veteran Interview Videos. DHNB 2022 The 6th Digital Humanities in Nordic and Baltic Countries Conference, CEUR Workshop Proceedings, long papers, Vol. 3232, March, 2022. bibpdflink
Chris A. Sula, Kalani Craig, Michelle Dalmu, Alex Humphreys, Eero Hyvönen, Hannah L. Jacobs, Humphrey Keah, Joseph Kiplangat, Thea Lindquist, Nicholas Weber, Scott B. Weingart: Infrastructures of Digital Humanities. 83rd Association for Information Science and Technology (ASIS&T) Annual Meeting, proceedings, Association for Information Science and Technology, Silver Spring, Maryland, USA, October, 2020. bibpdflink