A fine-tuning enhanced RAG system with quantized influence measure as AI judge

Abstract This study presents an innovative enhancement to retrieval-augmented generation (RAG) systems by seamlessly integrating fine-tuned large language models (LLMs) with vector databases. This integration capitalizes on the combined strengths of structured data retrieval and the nuanced comprehe...

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Bibliographic Details
Main Authors: Keshav Rangan, Yiqiao Yin
Format: Article
Language:English
Published: Nature Portfolio 2024-11-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-024-79110-x
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