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Knowledge Graphs and Large Language Models: Current Approaches, Challenges, and Future Directions: Intelligent Data-Centric Systems

Editat de Sanju Tiwari, Sven Groppe, Jinghua Groppe, Nandana Mihindukulasooriya
en Limba Engleză Paperback – sep 2026
Knowledge Graphs and Large Language Models: Current Approaches, Challenges, and Future Directions explores the cutting-edge fusion of two powerful artificial intelligence technologies: Large Language Models (LLMs) and Knowledge Graphs (KGs). The book is structured to provide a comprehensive understanding of this emerging field. Chapters introduce the synergy between LLMs and KGs, delve into the capabilities and challenges of LLMs, focus on the structure, function, and significance of KGs, present a conceptual framework for bridging LLMs and KGs, discuss techniques for their integration, explore how LLMs can enhance KGs and vice versa, and showcase applications of LLM-KG synergy across various domains.

Final sections addresses ethical, social, and technical challenges and future innovations. The book concludes by summarizing key insights and advancements in intelligent systems. This is an essential resource for graduate students, researchers, and professionals in computer science. It offers valuable insights for adopting LLMs, KGs, and their advanced applications in research and product development. By bridging the gap between these technologies, this book equips readers with the knowledge to drive innovation and enhance the capabilities of intelligent systems.

  • Explores integration techniques for combining LLMs and KGs
  • Enhances understanding of AI applications with context and accuracy
  • Provides practical insights through real-world case studies
  • Addresses ethical and technical challenges in LLM-KG synergy
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Specificații

ISBN-13: 9780443452444
ISBN-10: 044345244X
Pagini: 320
Dimensiuni: 191 x 235 mm
Greutate: 0.45 kg
Editura: ELSEVIER SCIENCE
Seria Intelligent Data-Centric Systems


Cuprins

1. Introduction. Understanding the Synergy Between LLMs and KGs
2. Foundations of Large Language Models. Capabilities and Challenges
3. Knowledge Graphs. Structure, Function, and Significance
4. Bridging LLMs and KGs. A Conceptual Framework
5. Techniques for Integrating LLMs and KGs
6. Enhancing Knowledge Graphs With Large Language Models
7. Improving Language Models With Knowledge Graph Insights
8. Applications of LLM–KG Synergy Across Domains
9. Ethical, Social, and Technical Challenges in LLM–KG Integration
10. GOSt-MT. A Knowledge Graph for Occupation-Related Gender Biases in Machine Translation
11. Future Innovations in Combining LLMs and KGs
12. Conclusion. Advancing the Frontiers of Intelligent Systems