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 Mihindukulasooriyaen Limba Engleză Paperback – sep 2026
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
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
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