---
title: "Discussion on \"PageIndex & Vectorless RAG — Retrieval Without Embeddings, Built for Long Documents\" | Hashnode"
description: "Discussion on \"PageIndex & Vectorless RAG — Retrieval Without Embeddings, Built for Long Documents\". Explore Vectorless RAG with PageIndex: structure-preserving, explainable retrieval for long-form content that avoids embeddings. JS Implementation."
url: "https://hashnode.com/posts/pageindex-vectorless-rag-retrieval-without-embeddings-built-for-long-documents/69db8d8eaadf1107e2d54cfe"
---

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# [PageIndex & Vectorless RAG — Retrieval Without Embeddings, Built for Long Documents](https://apoorv654123.hashnode.dev/pageindex-vectorless-rag-retrieval-without-embeddings-built-for-long-documents?utm_source=hashnode&utm_medium=feed)

Explore Vectorless RAG with PageIndex: structure-preserving, explainable retrieval for long-form content that avoids embeddings. JS Implementation.

Apr 12 · 5 min read · apoorv654123.hashnode.dev  
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-   [#rag](https://hashnode.com/tag/rag)
-   [#pageindex](https://hashnode.com/tag/pageindex)
-   [#vectorless-rag](https://hashnode.com/tag/vectorless-rag)
-   [#llm](https://hashnode.com/tag/llm)
-   [#javascript](https://hashnode.com/tag/javascript)
-   [#without-vector-embeddings](https://hashnode.com/tag/without-vector-embeddings)
-   [#codesnippet](https://hashnode.com/tag/codesnippet)

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