---
title: "#without-vector-embeddings articles | Hashnode"
description: "Explore 1 articles tagged #without-vector-embeddings on Hashnode. Tutorials, guides, and how-tos from the community."
url: "https://hashnode.com/tag/without-vector-embeddings"
---

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# #without-vector-embeddings

1 posts · 0 followers

[Apoorv](https://hashnode.com/@apoorv654123) · [Apr 12](https://hashnode.com/posts/pageindex-vectorless-rag-retrieval-without-embeddings-built-for-long-documents/69db8d8eaadf1107e2d54cfe)

### [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.

5 min read · [apoorv654123.hashnode.dev](https://apoorv654123.hashnode.dev/pageindex-vectorless-rag-retrieval-without-embeddings-built-for-long-documents?utm_source=hashnode&utm_medium=feed)