Ask Dataverse and Large Language Models in the RAG framework

Knowledge graphs and Large Language Models (LLMs) offer complementary strengths in AI-driven reasoning and decision-making. While knowledge graphs are dynamic, human-curated, and distributed within the Semantic Web, LLMs are centralized, static, and machine-driven. This contrast presents both challenges and opportunities for integration. By integrating LLMs with knowledge graphs, we can enhance contextual understanding, improve reasoning, and introduce temporal awareness—ultimately creating more explainable and adaptable AI systems. The integration framework called Ghostwriter combines both LLMs and knowledge graphs and provides access to any type of content in the custom curated collections, such as web pages, documentation, guides, Google Threads, etc.

Institutions

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-02-04
DOI
https://doi.org/10.5281/zenodo.14823314
Primary Topic
Advanced Graph Neural Networks
Type
article
Field-Weighted Citation Impact
0.00
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article

Ask Dataverse and Large Language Models in the RAG framework

Zenodo (CERN European Organization for Nuclear Research)
Advanced Graph Neural Networks
article

Ask Dataverse and Large Language Models in the RAG framework

article en

Abstract

Knowledge graphs and Large Language Models (LLMs) offer complementary strengths in AI-driven reasoning and decision-making. While knowledge graphs are dynamic, human-curated, and distributed within the Semantic Web, LLMs are centralized, static, and machine-driven. This contrast presents both challenges and opportunities for integration. By integrating LLMs with knowledge graphs, we can enhance contextual understanding, improve reasoning, and introduce temporal awareness—ultimately creating more explainable and adaptable AI systems. The integration framework called Ghostwriter combines both LLMs and knowledge graphs and provides access to any type of content in the custom curated collections, such as web pages, documentation, guides, Google Threads, etc.

Zenodo (CERN European Organization for Nuclear Research)
Royal Netherlands Academy of Arts and Sciences (NL)
Peace, Justice and strong institutions
Openalex Percentile: Top 75%
Advanced Graph Neural Networks
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