PinnedPublished inTowards AIAdvanced RAG 02: Unveiling PDF ParsingIncluding key points, diagrams, and codeFeb 2, 2024A response icon23Feb 2, 2024A response icon23
PinnedAdvanced RAG 06: Exploring Query RewritingA key technique for aligning the semantics of queries and documentsMar 4, 2024A response icon6Mar 4, 2024A response icon6
PinnedPublished inAI AdvancesDemystifying PDF Parsing 02: Pipeline-Based MethodOverview, Implementation Strategies and InsightsMay 21, 2024A response icon1May 21, 2024A response icon1
PinnedPublished inAI AdvancesDemystifying PDF Parsing 03: OCR-Free Small Model-Based MethodOverview, Principles and InsightsJun 1, 2024A response icon2Jun 1, 2024A response icon2
Published inAI Exploration JourneyMCTS-RAG: Reshaping RAG in Small Models with Tree Search — AI Innovations and Insights 42Traditional RAG methods and LLM-based reasoning face three major challenges:1d agoA response icon11d agoA response icon1
Published inAI Exploration JourneyRAG-MCP: A Practical Path to Smarter, Cheaper LLM Inference — AI Innovations and Insights 41Today’s LLMs are becoming more powerful by tapping into external tools — whether it’s a calculator, a web search, or a database. But as the4d agoA response icon24d agoA response icon2
Published inAI Exploration JourneySmarter, Not Harder: Why CAG Outshines RAG in Specific Scenarios — AI Innovations and Insights 39Cache-Augmented Generation (CAG), on the other hand, is like a high-efficiency chef. Before the kitchen even opens, they’ve already washed,May 10A response icon1May 10A response icon1
Published inAI Exploration JourneyWhat? There’s Bias Even When LLMs Act as Judges? — AI Innovations and Insights 38Imagine this: when the model that creates the data and the model that judges it come from the same “family,” the LLM acting as the judge…May 7May 7
Published inTowards AIModel Context Protocol (MCP): Foundation for AI or a Looming Risk? — AI Innovations and Insights 37MCP changes that by introducing a standard protocol that streamlines how AI models connect with external tools — standardizing the way…Apr 29Apr 29
Published inAI Exploration JourneyCoRAG: Teaching RAG to Retrieve Like a Thinking Human — AI Innovations and Insights 36CoRAG, on the other hand, works more like a clever explorer. It keeps testing new paths (sub-questions), picks up clues along the way (…Apr 26Apr 26