SimpleDoc: Summary-Driven, Memory-Augmented Multimodal QA — AI Innovations and Insights 52

Do You Really Need GraphRAG? — AI Innovations and Insights 50

When RAG Meets Document Parsing: A Comprehensive Overview — AI Innovations and Insights 48

Evolution of RAG Paradigms — AI Innovations and Insights 47

Architecture is the Paradigm: Evolving MRAG from Text-Centric to Intelligent Control — AI Innovations and Insights 45

NodeRAG: Installing a "Structured Brain" for LLMs — AI Innovations and Insights 43

MCTS-RAG: Reshaping RAG in Small Models with Tree Search — AI Innovations and Insights 42

RAG-MCP: A Practical Path to Smarter, Cheaper LLM Inference — AI Innovations and Insights 41

Smarter, Not Harder: Why CAG Outshines RAG in Specific Scenarios — AI Innovations and Insights 39

Fast GraphRAG: A Lightweight GraphRAG Backbone That Just Delivers

CoRAG: Teaching RAG to Retrieve Like a Thinking Human — AI Innovations and Insights 36

How HiRAG Turns Data Chaos into Structured Knowledge Magic — AI Innovations and Insights 35