A Comparative Performance Analysis of Locally Deployed Large Language Models Through a Retrieval-Augmented Generation Educational Assistant Application for Textual Data Extraction

<b>Background:</b> Rapid advancements in large language models (LLMs) have significantly enhanced Retrieval-Augmented Generation (RAG) techniques, leading to more accurate and context-aware information retrieval systems. <b>Methods:</b> This article presents the creation of a...

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Bibliographic Details
Main Authors: Amitabh Mishra, Nagaraju Brahmanapally
Format: Article
Language:English
Published: MDPI AG 2025-06-01
Series:AI
Subjects:
Online Access:https://www.mdpi.com/2673-2688/6/6/119
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