Linked e-resources
Details
Table of Contents
Intro
Preface
Organization
Keynote Speeches and Panels
Knowledge Graphs in the Age of Large Language Models
Semantic Web Research in the Age of Generative Artificial Intelligence
ChatGLM: An Alternative to ChatGPT
Panel on Neuro-Symbolic AI
Contents - Part I
Contents - Part II
Research Track
Link Traversal Query Processing Over Decentralized Environments with Structural Assumptions
1 Introduction
2 Related Work
3 The Solid Ecosystem
3.1 Data Vault
3.2 WebID Profile
3.3 Type Index
4 Approach
4.1 Formal Preliminaries
4.2 Pipeline-Based Link Queue
4.3 Discovery of Data Vault
4.4 Discovery of Type Index
4.5 Implementation
5 Evaluation
5.1 Experimental Design
5.2 Experimental Results
5.3 Discussion
6 Conclusions
Supplemental Material Statement
References
Dense Re-Ranking with Weak Supervision for RDF Dataset Search
1 Introduction
2 Dense Re-Ranking for RDF Dataset Search
2.1 Overview
2.2 Compact Document Representation
2.3 Dense Re-Ranking
3 Coarse Tuning with Weak Supervision
3.1 Overview
3.2 Coarse-Tuning Based on Distant Supervision
3.3 Coarse-Tuning Based on Self-training
4 Evaluation
4.1 Test Collection
4.2 Labeled Data for Coarse-Tuning
4.3 Implementation Details
4.4 Experimental Settings
4.5 Evaluation Metrics
4.6 Evaluation Results
4.7 Case Study
5 Related Work
5.1 Dataset Search
5.2 Dense Ranking
6 Conclusion and Future Work
References
Optimizing SPARQL Queries with SHACL
1 Introduction
2 Preliminaries
3 Optimizations
4 Discussion
5 Conclusion
References
HAEE: Low-Resource Event Detection with Hierarchy-Aware Event Graph Embeddings
1 Introduction
2 Related Work
3 Methodology
3.1 Problem Formulation
3.2 Model Overview
3.3 Event Detection
3.4 Graph Embedding
3.5 Embedding Convolution
3.6 Loss Function
4 Experiments
4.1 Datasets
4.2 Experiments Settings
4.3 Baselines
4.4 Results
5 Analysis
5.1 Cause Representation
5.2 Subevent Representation
5.3 Ablation Studies
6 Conclusions and Future Work
References
Textual Entailment for Effective Triple Validation in Object Prediction
1 Introduction
2 Related Work
3 Object Prediction
3.1 Task Definition
3.2 SATORI: Seek and Entail for Object Prediction
4 Evaluation Setup
4.1 Dataset
4.2 Metrics
4.3 SATORI Configuration
4.4 Baselines
4.5 Pretrained Models and Training Regimes
5 Evaluation Results
5.1 Language Model Prompting and Triple Validation
5.2 Additional Pretraining and Fine-Tuning Scenarios
5.3 Language Models Vs Structured Knowledge Sources and Information Extraction Methods
6 Conclusions
References
ASKRL: An Aligned-Spatial Knowledge Representation Learning Framework for Open-World Knowledge Graph
1 Introduction
2 Related Work
Preface
Organization
Keynote Speeches and Panels
Knowledge Graphs in the Age of Large Language Models
Semantic Web Research in the Age of Generative Artificial Intelligence
ChatGLM: An Alternative to ChatGPT
Panel on Neuro-Symbolic AI
Contents - Part I
Contents - Part II
Research Track
Link Traversal Query Processing Over Decentralized Environments with Structural Assumptions
1 Introduction
2 Related Work
3 The Solid Ecosystem
3.1 Data Vault
3.2 WebID Profile
3.3 Type Index
4 Approach
4.1 Formal Preliminaries
4.2 Pipeline-Based Link Queue
4.3 Discovery of Data Vault
4.4 Discovery of Type Index
4.5 Implementation
5 Evaluation
5.1 Experimental Design
5.2 Experimental Results
5.3 Discussion
6 Conclusions
Supplemental Material Statement
References
Dense Re-Ranking with Weak Supervision for RDF Dataset Search
1 Introduction
2 Dense Re-Ranking for RDF Dataset Search
2.1 Overview
2.2 Compact Document Representation
2.3 Dense Re-Ranking
3 Coarse Tuning with Weak Supervision
3.1 Overview
3.2 Coarse-Tuning Based on Distant Supervision
3.3 Coarse-Tuning Based on Self-training
4 Evaluation
4.1 Test Collection
4.2 Labeled Data for Coarse-Tuning
4.3 Implementation Details
4.4 Experimental Settings
4.5 Evaluation Metrics
4.6 Evaluation Results
4.7 Case Study
5 Related Work
5.1 Dataset Search
5.2 Dense Ranking
6 Conclusion and Future Work
References
Optimizing SPARQL Queries with SHACL
1 Introduction
2 Preliminaries
3 Optimizations
4 Discussion
5 Conclusion
References
HAEE: Low-Resource Event Detection with Hierarchy-Aware Event Graph Embeddings
1 Introduction
2 Related Work
3 Methodology
3.1 Problem Formulation
3.2 Model Overview
3.3 Event Detection
3.4 Graph Embedding
3.5 Embedding Convolution
3.6 Loss Function
4 Experiments
4.1 Datasets
4.2 Experiments Settings
4.3 Baselines
4.4 Results
5 Analysis
5.1 Cause Representation
5.2 Subevent Representation
5.3 Ablation Studies
6 Conclusions and Future Work
References
Textual Entailment for Effective Triple Validation in Object Prediction
1 Introduction
2 Related Work
3 Object Prediction
3.1 Task Definition
3.2 SATORI: Seek and Entail for Object Prediction
4 Evaluation Setup
4.1 Dataset
4.2 Metrics
4.3 SATORI Configuration
4.4 Baselines
4.5 Pretrained Models and Training Regimes
5 Evaluation Results
5.1 Language Model Prompting and Triple Validation
5.2 Additional Pretraining and Fine-Tuning Scenarios
5.3 Language Models Vs Structured Knowledge Sources and Information Extraction Methods
6 Conclusions
References
ASKRL: An Aligned-Spatial Knowledge Representation Learning Framework for Open-World Knowledge Graph
1 Introduction
2 Related Work