Application of AI in Solving Real-World Problems: A Retrieval-Augmented Generation Framework for Intelligent Information Access

This paper presents a Retrieval-AugmentedGeneration (RAG) system that integrates AI and advanceddata retrieval techniques to address real-world challenges. Thesystem processes diverse data formats, including PDFs, weblinks, videos, and images, leveraging Large Language Models(LLMs) and vector databases for semantic understanding. Ourapproach bridges the gap between traditional keyword-basedsystems and modern AI-driven solutions, offering precise,contextually relevant, and actionable insights. The paperdetails the methodology, results, and potential applicationsacross domains like education, healthcare, and customerservice, highlighting its transformative potential insimplifying information retrieval.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-04-30
DOI
https://doi.org/10.5281/zenodo.15310522
Primary Topic
Neuroscience and Music Perception
Type
article
Field-Weighted Citation Impact
0.00
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article

Application of AI in Solving Real-World Problems: A Retrieval-Augmented Generation Framework for Intelligent Information Access

Zenodo (CERN European Organization for Nuclear Research)
Neuroscience and Music Perception
article

Application of AI in Solving Real-World Problems: A Retrieval-Augmented Generation Framework for Intelligent Information Access

article en

Abstract

This paper presents a Retrieval-AugmentedGeneration (RAG) system that integrates AI and advanceddata retrieval techniques to address real-world challenges. Thesystem processes diverse data formats, including PDFs, weblinks, videos, and images, leveraging Large Language Models(LLMs) and vector databases for semantic understanding. Ourapproach bridges the gap between traditional keyword-basedsystems and modern AI-driven solutions, offering precise,contextually relevant, and actionable insights. The paperdetails the methodology, results, and potential applicationsacross domains like education, healthcare, and customerservice, highlighting its transformative potential insimplifying information retrieval.

Zenodo (CERN European Organization for Nuclear Research)
Galgotias University (IN)
Quality Education
Openalex Percentile: Top 52%
Neuroscience and Music Perception
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