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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Principais autores:	Donghyeon Kim, Minki Park, Jungsun Lee, Inho Lee, Jeonghyeon Jin, Yunsick Sung
Formato:	Artigo
Idioma:	Inglês
Publicado em:	MDPI AG 2025-07-01
Colecção:	Mathematics
Assuntos:	big data large language models (LLMs) retrieval-augmented generation (RAG) structured prompt semantic embedding dimensionality reduction
Acesso em linha:	https://www.mdpi.com/2227-7390/13/15/2469
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