Enhanced Semantic Retrieval with Structured Prompt and Dimensionality Reduction for Big Data

Enhanced Semantic Retrieval with Structured Prompt and Dimensionality Reduction for Big Data

The exponential increase in textual data generated across sectors such as healthcare, finance, and smart manufacturing has intensified the need for effective Big Data analytics. Large language models (LLMs) have become critical tools because of their advanced language processing capabilities. Howeve...

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Bibliographic Details
Main Authors: Donghyeon Kim, Minki Park, Jungsun Lee, Inho Lee, Jeonghyeon Jin, Yunsick Sung
Format: Article
Language:English
Published: MDPI AG 2025-07-01
Series:Mathematics
Subjects:
big data
large language models (LLMs)
retrieval-augmented generation (RAG)
structured prompt
semantic embedding
dimensionality reduction
Online Access:https://www.mdpi.com/2227-7390/13/15/2469
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