List: RAG | Curated by Florian June

Sep 6, 2024
19 stories
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RAGThis series primarily discusses Advanced RAG technology to enhance the performance of RAG. (The latest AI-related content can be found in my newsletter: https://florianjune.substack.com/)
Florian June
in
Towards AI
Revisiting Chunking in the RAG PipelineUnveiling the Cutting-Edge Advances in Chunking
3d ago
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3d ago
2
Florian June
An Innovative RAG Idea for Multi-hop Question AnsweringIn open-domain question answering, multi-hop question answering is complex and challenging. It requires the system to integrate information…
1d ago
1d ago
Florian June
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Towards AI
The Best Practices of RAGTypical RAG Process, Best Practices for Each Module, and Comprehensive Evaluation
Aug 8
3
Aug 8
3
Florian June
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AI Advances
Will Long-Context LLMs Cause the Extinction of RAGIntuitive Perspective, Academic Research, and Insights
Aug 1
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Aug 1
8
Florian June
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AI Advances
Three Practical Challenges of RAG and Their Mitigation IdeasStrategies for Overcoming Obstacles in Real-World RAG Projects
Jul 13
3
Jul 13
3
Florian June
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AI Advances
Advanced RAG 12: Enhancing Global UnderstandingPriciples, Code Explanation and Insights
Jun 12
1
Jun 12
1
Florian June
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AI Advances
Advanced RAG 11: Query Classification and RefinementPriciples, Code Explanation and Insights about Adaptive-RAG and RQ-RAG
May 11
2
May 11
2
Florian June
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AI Advances
Advanced RAG 10: Corrective Retrieval Augmented Generation (CRAG)Intuitive Example, Priciples, Code Explanation and Insights about CRAG
Apr 17
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Apr 17
1
Florian June
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AI Advances
Advanced RAG 09: Prompt CompressionMethod Classification, Algorithm Principles and Code Explanation
Apr 3
1
Apr 3
1
Florian June
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AI Advances
Advanced RAG 08: Self-RAGIntuitive Example, Priciples, Code Explanation and Insights about Self-RAG
Mar 21
2
Mar 21
2
Florian June
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Artificial Intelligence in Plain English
Advanced RAG 07: Exploring RAG for TablesTable parsing, index structure and table summary acquisition method.
Mar 15
1
Mar 15
1
Florian June
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Artificial Intelligence in Plain English
Advanced RAG(Part 01): Problems of Naive RAGThis series of articles will focus on introducing advanced RAG techniques to enhance the quality of RAG generation.
Jan 25
8
Jan 25
8
Florian June
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Towards AI
Advanced RAG 02: Unveiling PDF ParsingIncluding key points, diagrams, and code
Feb 2
20
Feb 2
20
Florian June
in
Artificial Intelligence in Plain English
Advanced RAG 03: Using RAGAs + LlamaIndex for RAG evaluationIn this article, we first introduce evaluation metrics for RAG proposed by RAGAs(Retrieval Augmented Generation Assessment), a framework…
Feb 5
4
Feb 5
4
Florian June
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Towards AI
Advanced RAG 04: Re-rankingFrom Principles to Two Mainstream Implementation Methods
Feb 14
2
Feb 14
2
Florian June
Unveiling PDF Parsing: How to extract formulas from scientific pdf papersThis article is a supplement to Advanced RAG 02: Unveiling PDF Parsing.
Feb 15
2
Feb 15
2
Florian June
in
Towards AI
Advanced RAG 05: Exploring Semantic Chunkingintroducing principles and applications of semantic chunking
Feb 27
4
Feb 27
4
Florian June
Advanced RAG 06: Exploring Query RewritingA key technique for aligning the semantics of queries and documents
Mar 4
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Mar 4
6
Florian June
in
Artificial Intelligence in Plain English
A Brief Introduction to Retrieval Augmented Generation(RAG)Including concepts and diagrams
Jan 11
1
Jan 11
1