From dfc3112e3c5f40237d4b3e3d0ab70445c09e28d6 Mon Sep 17 00:00:00 2001 From: Mingtian Zhang Date: Tue, 20 May 2025 12:31:27 +0100 Subject: [PATCH 1/3] Update README.md --- README.md | 11 +++++++---- 1 file changed, 7 insertions(+), 4 deletions(-) diff --git a/README.md b/README.md index 0d34612..f2a22e3 100644 --- a/README.md +++ b/README.md @@ -8,16 +8,19 @@ 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** 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** 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. -**[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. +**[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. -Self-host it with this open-source repo, or try our ☁️ [Cloud service](https://pageindex.vectify.ai/) — no setup required, with advanced features like OCR for complex and scanned PDFs. -PageIndex powers a reasoning-based RAG system that achieved 98.7% accuracy on [FinanceBench](https://vectify.ai/blog/Mafin2.5), demonstrating state-of-the-art performance in financial document analysis. +image + + +Try our ☁️ [Cloud service](https://pageindex.vectify.ai/) — no setup required, with advanced features like OCR for complex and scanned PDFs. Built by Vectify AI. + --- # **⭐ What is PageIndex** From 611d0adb87e3aa662fd673ef8046f35798e39191 Mon Sep 17 00:00:00 2001 From: Ray Date: Wed, 21 May 2025 00:36:48 +0800 Subject: [PATCH 2/3] Update README.md --- README.md | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) diff --git a/README.md b/README.md index f2a22e3..b44f5bd 100644 --- a/README.md +++ b/README.md @@ -12,15 +12,16 @@ Are you frustrated with vector database retrieval accuracy for long professional **[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. - -image - +
+ + PageIndex + +
Try our ☁️ [Cloud service](https://pageindex.vectify.ai/) — no setup required, with advanced features like OCR for complex and scanned PDFs. Built by Vectify AI. - --- # **⭐ What is PageIndex** From 36b22e3bc789d130095fadb2946dee813971e1a1 Mon Sep 17 00:00:00 2001 From: Ray Date: Wed, 21 May 2025 00:46:05 +0800 Subject: [PATCH 3/3] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index b44f5bd..4d7f198 100644 --- a/README.md +++ b/README.md @@ -18,7 +18,7 @@ Are you frustrated with vector database retrieval accuracy for long professional -Try our ☁️ [Cloud service](https://pageindex.vectify.ai/) — no setup required, with advanced features like OCR for complex and scanned PDFs. +Self-host it with this open-source repo, or try our ☁️ [Cloud service](https://pageindex.vectify.ai/) — no setup required, with advanced features like OCR for complex and scanned PDFs. Built by Vectify AI.