Sci-K 2025
Scientific Knowledge: Representation, Discovery, and Assessment 2025

Table of Contents

• Preface
  i-viii Summary: There were 17 papers submitted for peer-review to this workshop. Out of these, 13 papers were accepted for this volume, 7 as regular papers and 6 as short papers.

Representation

• MOP: Augmenting and Standardizing Heterogeneous Knowledge Graph Data Sources 1-13
  Julia Evans , Mirjan Hoffmann , Sophie Matter , Axel Klinger
• Are Scientific Annotations Consistently Represented across Science Knowledge Graphs? 14-28
  Jenifer Tabita Ciuciu-Kiss , Daniel Garijo
• KONDA: An LLM-based Tool for Semantic Annotation and Knowledge Graph Creation Using Ontologies for Research Data 29-44
  Soo-Yon Kim , Martin Görz , Sandra Geisler
• AI4DiTraRe: Building the BFO-Compliant Chemotion Knowledge Graph 45-56
  Ebrahim Norouzi , Nicole Jung , Anna M. Jacyszyn , Joerg Waitelonis , Harald Sack
• A Survey on Metadata for Machine Learning Models and Datasets: Standards, Practices, and Harmonization Challenges 57-71
  Genet Asefa Gesese , Zongxiong Chen , Oussama Zoubia , Fidan Limani , Kanishka Silva , Muhammad Asif Suryani , Benjamin Zapilko , Leyla Jael Castro , Ekaterina Kutafina , Dhwani Solanki , Heike Fliegl , Sonja Schimmler , Zeyd Boukhers , Harald Sack
• COPE: Chronic Observation and Progression Events Ontology 72-86
  Asara Senaratne , Oshani Seneviratne , Hon Zent Lim , Leelanga Seneviratne
• From Philosophy to NLU: Evolving Definitions of Research Hypotheses 87-96
  Jian Wu , Sarah Rajtmajer
• Ontologies in Motion: A BFO-Based Approach to Knowledge Graph Construction for Motor Performance Research Data in Sports Science 97-106
  Sarah Rebecca Ondraszek , Jörg Waitelonis , Katja Keller , Claudia Niessner , Anna M. Jacyszyn , Harald Sack

Discoverability

• Interlinking Research Data and Services in the Historical Sciences with MemO and the NFDI4Memory Knowledge Graph 107-116
  Sarah Rebecca Ondraszek , Tabea Tietz , Jörg Waitelonis , Harald Sack
• Knowledge Representation and Discovery for Cultural Heritage Research Data with CTO and SHMARQL 117-133
  Tabea Tietz , Etienne Posthumus , Linnaea Söhn , Jonatan Jalle Steller , Oleksandra Bruns , Joerg Waitelonis , Torsten Schrade , Harald Sack
• ClimaFactsKG: Towards an Interlinked Knowledge Graph of Scientific Evidence to Fight Climate Misinformation 134-140
  Grégoire Burel , Harith Alani

Assessment

• Towards AI-Supported Research: a Vision of the TIB AIssistant 141-148
  Sören Auer , Allard Oelen , Mohamad Yaser Jaradeh , Mutahira Khalid , Farhana Keya , Sasi Kiran Gaddipati , Jennifer D'Souza , Lorenz Schlüter , Amirreza Alasti , Gollam Rabby , Azanzi Jiomekong , Oliver Karras
• Deep Research in the Era of Agentic AI: Requirements and Limitations for Scholarly Research 149-157
  Mohamad Yaser Jaradeh , Sören Auer