From 604235bb51161c7c89564e3b0ba0a5e6cfc0fbd1 Mon Sep 17 00:00:00 2001 From: Ray Date: Wed, 20 Aug 2025 01:52:48 +0800 Subject: [PATCH] Update README.md --- README.md | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 82add6a..47109c0 100644 --- a/README.md +++ b/README.md @@ -9,10 +9,15 @@ Are you frustrated with vector database retrieval accuracy for long professional documents? Traditional vector-based RAG relies on semantic *similarity* rather than true *relevance*. But **similarity ≠ relevance** — what we truly need in retrieval is **relevance**, and that requires **reasoning**. When working with professional documents that demand domain expertise and multi-step reasoning, similarity search often falls short. -🧠 **[Reasoning-based RAG](https://pageindex.ai)** offers a better alternative: enabling LLMs to *think* and *reason* their way to the most relevant document sections. Inspired by AlphaGo, we use *tree search* to perform structured document retrieval. +🧠 **[Reasoning-based RAG](https://pageindex.ai)** offers a better alternative: enabling LLMs to **think** and **reason** their way to the most relevant document sections. Inspired by AlphaGo, we use **tree search** to perform structured document retrieval, which simulates how **human experts** navigate and extract knowledge from long documents. **[PageIndex](https://vectify.ai/pageindex)** is a *document indexing system* that builds *search tree structures* from long documents, making them ready for reasoning-based RAG. It has been used to develop a RAG system that achieved 98.7% accuracy on [FinanceBench](https://vectify.ai/blog/Mafin2.5), demonstrating state-of-the-art performance in document analysis. +Try [Reasoning-based RAG with PageIndex](https://pageindex.ai). Say goodbye to "vibe retrieval" 👋 +- No *Vector DB* required +- No *Chunking* required +- No *Top-K selection* required + #### 🚀 Deployment Options - 🛠️ Self-host: run it yourself from this open-source repo - **[☁️ Cloud service](https://dash.pageindex.ai/)**: try instantly with our [🖥️ Dashboard](https://dash.pageindex.ai/) or [🔌 API](https://docs.vectify.ai/quickstart) *(no setup required)*