Author Preprints of ISWC 2024 Papers
The following are preprints of papers accepted for the 23rd ISWC conference that the authors have allowed to be shared.
Research Track Papers (26)
AdaptLIL: A Real-Time Adaptive Linked Indented List Visualization for Ontology Mapping, Bo Fu and Nicholas Chow; Keywords: Adaptive Linked Indented List, Gaze-adaptive Visualization, Eye Tracking
Advancing Robotic Perception with Perceived-Entity Linking, Mark Adamik, Romana Pernisch, Ilaria Tiddi and Stefan Schlobach; Keywords: Robotic Perception, Knowledge Graphs, Semantic Web
BLINK: Blank Node Matching Using Embeddings, Alexander Becker, Mohamed Ahmed Sherif and Axel-Cyrille Ngonga Ngomo; Keywords: Knowledge graphs, Data Integration, Linked Data, Blank Nodes, Blank Node Matching
Compiling SHACL into SQL, Maxime Jakubowski and Jan Van den Bussche
CRAWD: Sampling-Based Estimation of Count-Distinct SPARQL Queries, Thi Hoang Thi Pham, Pascal Molli, Brice Nédelec, Hala Skaf-Molli and Julien Aimonier-Davat; Keywords: Semantic Web, Approximate Aggregation, Sampling, Count-Distinct
DISCIE – Discriminative Closed Information Extraction, Cedric Möller and Ricardo Usbeck
Distilling Event Sequence Knowledge From Large Language Models, Somin Wadhwa, Oktie Hassanzadeh, Debarun Bhattacharjya, Ken Barker and Jian Ni; Keywords: Knowledge Graphs, Large Language Models, Knowledge Distillation
Do LLMs Really Adapt to Domains? An Ontology Learning Perspective, Huu Tan Mai, Cuong Xuan Chu and Heiko Paulheim; Keywords: ontology learning, LLMs, domain adaptation
DUNKS: Chunking and Summarizing Large and Heterogeneous Data for Dataset Search, Qiaosheng Chen, Xiao Zhou, Zhiyang Zhang and Gong Cheng
eSPARQL: Representing and Reconciling Agnostic and Atheistic Beliefs in RDF-star knowledge graphs, Xinyi Pan, Daniel Hernandez, Philipp Seifer, Ralf Lämmel and Steffen Staab; Keywords: SPARQL, RDF-star, knowledge graphs, epistemic querying
Expanding the Scope: Inductive Knowledge Graph Reasoning with Multi-Starting Progressive Propagation, Zhoutian Shao, Yuanning Cui and Wei Hu; Keywords: Knowledge graphs, Inductive reasoning, Conditional message passing
Exploiting Distant Supervision to Learn Semantic Descriptions of Tables with Overlapping Data, Binh Vu, Craig Knoblock, Basel Shbita and Fandel Lin; Keywords: Semantic Models, Semantic Descriptions, Data Integration, Knowledge Graphs, Semantic Web
Finally understanding SPARQL queries, are we there already? – Multilingual Natural-Language Representations of SPARQL queries via LLMs, Aleksandr Perevalov, Aleksandr Gashkov, Maria Eltsova and Andreas Both; Keywords: Natural Language Generation, Large Language Models, SPARQL2NL, Multilinguality, RDF2NL
Finetuning Generative Large Language Models with Discrimination Instructions for Knowledge Graph Completion, Yang Liu, Xiaobin Tian, Zequn Sun and Wei Hu; Keywords: Knowledge graph completion, Large language model, Instruction tuning
Knowledge Graph Structure as Prompt: Improving Small Language Models Capabilities for Knowledge-based Causal Discovery, Yuni Susanti and Michael Färber; Keywords: causal relation, language model, knowledge graph
Knowledge Graphs for Enhancing Large Language Models in Entity Disambiguation, Gerard Pons, Besim Bilalli and Anna Queralt; Keywords: Knowledge Graphs, Entity Disambiguation, Large Language Models
Multi-view Transformer-based Network for Prerequisite Learning in Concept Graphs, Zhichun Wang, Yifeng Shao, Boci Peng, Bangqi Li, Yun Li, Qianren Wang and Nijun Li; Keywords: prerequisite learning, concept embedding, concept graph
Numerical Literals in Link Prediction: A Critical Examination of Models and Datasets, Moritz Blum, Basil Ell, Hannes Ill, and Philipp Cimiano; Keywords: Link Prediction, Numerical Literals, Evaluation
PathFinder: Returning Paths in Graph Queries, Benjamin Farias, Wim Martens, Carlos Rojas and Domagoj Vrgoc
PreAdapter: Pre-training Language Models on Knowledge Graphs, Janna Omeliyanenko, Andreas Hotho and Daniel Schlör; Keywords: knowledge graph, language model, knowledge integration, question answering, adapters
PRONTO: Prompt-based Detection of Semantic Containment Patterns in MLMs, Alessandro De Bellis, Vito Walter Anelli, Tommaso Di Noia and Eugenio Di Sciascio; Keywords: Masked Language Models, Prompt Learning, Ontologies
Relationships are Complicated! An Analysis of Relationships Between Datasets on the Web, Kate Lin, Tarfah Alrashed and Natasha Noy; Keywords: Web datasets, dataset relationships, semantic markup
Repairing Networks of EL⊥ Ontologies using Weakening and Completing, Ying Li and Patrick Lambrix
SnapE – Training Snapshot Ensembles of Link Prediction Models, Ali Shaban and Heiko Paulheim; Keywords: Link Prediction, Knowledge Graphs, Snapshot Ensembles
Supervised Relational Learning with Selective Neighbor Entities for Few-Shot, Knowledge Graph Completion, Jiewen Hou, Tianxing Wu, Jingting Wang, Shuang Wang, and Guilin Qi
Unaligned Federated Knowledge Graph Embedding, Deyu Chen, Hong Zhu, Jinguang Gu, Rusi Chen and Meiyi Xie; Keywords: Knowledge graph embedding, Federated learning, Heterogeneous data
In Use Track Papers (8)
Developing Application Profiles for Enhancing Data and Workflows in Cultural Heritage Digitisation Processes, Sebastian Barzaghi, Ivan Heibi, Arianna Moretti, and Silvio Peroni; Keywords: OWL, ontology development, 3D digitisation, cultural heritage, FAIR principles, application profiles
Increasing the Accuracy of LLM Question-Answering Systems on SQL Databases with Ontologies, Dean Allemang and Juan F. Sequeda
Integrating Large Language Models and Knowledge Graphs for Extraction and Validation of Textual Test Data, Antonio De Santis, Marco Balduini, Federico De Santis, Andrea Proia, Arsenio Leo, Marco Brambilla and Emanuele Della Valle; Keywords: Knowledge Graphs, Large Language Models, Data Extraction, Space Industry
Intelligent Urban Traffic Management via Semantic Interoperability across Multiple Heterogeneous Mobility Data Sources, Mario Scrocca, Marco Comerio, Valentina Anita Carriero, Tiago Delgado Dias, Ana Vieira Da Silva, and Irene Celino; Keywords: Mobility, Semantic interoperability, Data Integration
Leveraging Knowledge Graphs for Earth System Dataset Discovery, Vincent Armant, Felipe Vargas-Rojas, Victoria Agazzi, Jean-Christophe Desconnets, Isabelle Mougenot, Valentina Beretta, Stephane Debard, Danai Symeonidou, Amira Mouakher, Joris Guérin, Thibault Catry and Emmanuel Roux; Keywords: Open Discovery, Knowledge Graph, Earth System
Quality in Color: Using Knowledge Graphs for Enhanced Quality Control in an Automotive Paintshop, Bram Steenwinckel, Colin Soete, Pieter Moens, Joris Mussche, Sofie Van Hoecke, and Femke Ongenae; Keywords: Automotive paintshop, Knowledge Graph, Semantic reasoning, Machine learning, Dashboard visualization, Industry 4.0
Semantic and technically interoperable data exchange in the Flanders Smart Data Space, Dwight Van Lancker, Steven Logghe, Julian Andres Rojas, Annelies De Craene, Ziggy Vanlishout and Pieter Colpaert; Keywords: Semantics, Data Spaces, Interoperability, Linked Data
UFEL: a By-design Understandable and Frugal Entity Linking System for French Microposts, Vivien Leonard, Béatrice Markhoff and Jean-Yves Antoine; Keywords: Microposts, Entity Linking, Open Knowledge Graphs
Resource Track Papers (10)
AutoRDF2GML: Facilitating RDF Integration in Graph Machine Learning, Michael Färber, David Lamprecht and Yuni Susanti
CimpleKG: A Continuously Updated Knowledge Graph on Misinformation, Factors and Fact-Checks, Gregoire Burel, Martino Mensio, Youri Peskine, Raphaël Troncy, Paolo Papotti and Harith Alani; Keywords: ClaimReview, Misinformation, Factcheck, Knowledge Graph
Data Privacy Vocabulary – Version 2, Harshvardhan J. Pandit, Beatriz Esteves, Georg P. Krog, Paul Ryan, Delaram Golpayegani and Julian Flake; Keywords: privacy, data protection, data governance, compliance
Diachronical geometry without polygons: the extended HHT ontology for heterogeneous geometrical representations, William Charles, Nathalie Aussenac-Gilles and Nathalie Hernandez; Keywords: Territory Ontology, Geometry Representation, Change Detection Algorithm, Digital Humanities
InstructIE: A Bilingual Instruction-based Information Extraction Dataset, Gui Honghao, Qiao Shuofei, Ye Hongbin, Sun Mengshu, Liang Lei, Jeff Z. Pan, Chen Huajun and Zhang Ningyu; Keywords: Knowledge Graph, Knowledge Graph Construction, Information Extraction, Dataset, Large Language Models
KGHeartBeat: a Knowledge Graph Quality Assessment Tool, Maria Angela Pellegrino, Anisa Rula and Gabriele Tuozzo; Keywords: Quality assessment, Comparison, Software, Knowledge Graph, Web-interface, Automatic, Open source, Evaluation framework
KROWN: A Benchmark for RDF Graph Materialisation, Dylan Van Assche, David Chaves-Fraga and Anastasia Dimou; Keywords: RML, Benchmark, Framework
SciHyp: A Fine-grained Dataset Describing Hypotheses and Their Components from Scientific Articles, Rosni Vasu, Cristina Sarasua, and Abraham Bernstein; Keywords: Scientific Hypotheses, Hypotheses Annotation, Large Language Models, Information Extraction, Knowledge Graph, Scientific Knowledge Management
SparkKG-ML: A Library to Facilitate end–to–end Large–scale Machine Learning over Knowledge Graphs in Python, Bedirhan Gergin and Charalampos Chelmis; Keywords: Community–shared software framework, Distributed Computing, RDF, PySpark
The ICS-SEC KG: An Integrated Cybersecurity Resource for Industrial Control Systems, Kabul Kurniawan, Elmar Kiesling, Dietmar Winkler and Andreas Ekelhart; Keywords: Knowledge graph, Cybersecurity, Threat Intelligence, Industrial Control System, Cyber-physical Production System, Industry 5.0