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AI Exploration Journey
AI Exploration Journey
Critical Challenges Encountered in the Practical Implementation of RAG

Critical Challenges Encountered in the Practical Implementation of RAG

Mitigation Ideas and Code Included

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Florian
Oct 07, 2024
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AI Exploration Journey
AI Exploration Journey
Critical Challenges Encountered in the Practical Implementation of RAG
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In the practical development of Retrieval-Augmented Generation (RAG), numerous detailed challenges often arise. While a demo can be created in just three days, optimizing its performance may require up to three months.

This article discusses three practical challenges encountered during the development of an RAG system and presents corresponding mitigation ideas, hoping to assist others in the field. The Three practical challenges are:

  • File Incremental Updates for RAG and GraphRAG

  • Numerical Reasoning

  • Short Follow-Up Type Query

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