State of Play on LLM and RAG: Preparing your Knowledge Organization for Generative AI
Description
https://graphwise.ai/resources/white-paper/knowledge-organization-llm-rag/
This
Unisphere Research report, sponsored by Semantic Web Company, examines
the current state of Large Language Model (LLM) and Retrieval-Augmented
Generation (RAG) adoption among 382 knowledge management executives.
The study highlights the pervasive use of LLMs, particularly for content
creation and improving employee insights, while also emphasizing
significant concerns around security and data quality. A considerable
portion of respondents are exploring RAG to enhance LLM accuracy and
efficiency by connecting LLMs to corporate databases, particularly
knowledge graphs. The report concludes with recommendations for
successful LLM and RAG implementation, focusing on data-centric
approaches and maintaining human oversight to mitigate risks. Finally,
the demographics of the survey respondents are detailed.
United States
