Florian JuneinTowards AIRevisiting Chunking in the RAG PipelineUnveiling the Cutting-Edge Advances in Chunking3d ago23d ago2
Florian JuneAn 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 ago1d ago
Florian JuneinTowards AIThe Best Practices of RAGTypical RAG Process, Best Practices for Each Module, and Comprehensive EvaluationAug 83Aug 83
Florian JuneinAI AdvancesWill Long-Context LLMs Cause the Extinction of RAGIntuitive Perspective, Academic Research, and InsightsAug 18Aug 18
Florian JuneinAI AdvancesThree Practical Challenges of RAG and Their Mitigation IdeasStrategies for Overcoming Obstacles in Real-World RAG ProjectsJul 133Jul 133
Florian JuneinAI AdvancesAdvanced RAG 12: Enhancing Global UnderstandingPriciples, Code Explanation and InsightsJun 121Jun 121
Florian JuneinAI AdvancesAdvanced RAG 11: Query Classification and RefinementPriciples, Code Explanation and Insights about Adaptive-RAG and RQ-RAGMay 112May 112
Florian JuneinAI AdvancesAdvanced RAG 10: Corrective Retrieval Augmented Generation (CRAG)Intuitive Example, Priciples, Code Explanation and Insights about CRAGApr 171Apr 171
Florian JuneinAI AdvancesAdvanced RAG 09: Prompt CompressionMethod Classification, Algorithm Principles and Code ExplanationApr 31Apr 31
Florian JuneinAI AdvancesAdvanced RAG 08: Self-RAGIntuitive Example, Priciples, Code Explanation and Insights about Self-RAGMar 212Mar 212
Florian JuneinArtificial Intelligence in Plain EnglishAdvanced RAG 07: Exploring RAG for TablesTable parsing, index structure and table summary acquisition method.Mar 151Mar 151
Florian JuneinArtificial Intelligence in Plain EnglishAdvanced 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 258Jan 258
Florian JuneinTowards AIAdvanced RAG 02: Unveiling PDF ParsingIncluding key points, diagrams, and codeFeb 220Feb 220
Florian JuneinArtificial Intelligence in Plain EnglishAdvanced 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 54Feb 54
Florian JuneinTowards AIAdvanced RAG 04: Re-rankingFrom Principles to Two Mainstream Implementation MethodsFeb 142Feb 142
Florian JuneUnveiling PDF Parsing: How to extract formulas from scientific pdf papersThis article is a supplement to Advanced RAG 02: Unveiling PDF Parsing.Feb 152Feb 152
Florian JuneinTowards AIAdvanced RAG 05: Exploring Semantic Chunkingintroducing principles and applications of semantic chunkingFeb 274Feb 274
Florian JuneAdvanced RAG 06: Exploring Query RewritingA key technique for aligning the semantics of queries and documentsMar 46Mar 46
Florian JuneinArtificial Intelligence in Plain EnglishA Brief Introduction to Retrieval Augmented Generation(RAG)Including concepts and diagramsJan 111Jan 111