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Improving Retrieval Augmented Generation with CRAG

Improving Retrieval Augmented Generation with CRAG

Angelina Yang's avatar
Mehdi Allahyari's avatar
Angelina Yang
and
Mehdi Allahyari
May 03, 2024
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The MLnotes Newsletter
The MLnotes Newsletter
Improving Retrieval Augmented Generation with CRAG
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Retrieval Augmented Generation (RAG) is a technique that integrates external knowledge sources into large language models (LLMs) to enhance their response generation capabilities. However, one limitation of vanilla RAG systems is that if the initial retrieval of documents is not accurate or relevant, the final response can suffer.

To address this, resear…

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