# Page Not Found

The URL `files/10aCprMm3vAzcHxOA50R` does not exist. This page may have been moved, renamed, or deleted.

## Suggested Pages

You may be looking for one of the following:
- [Upgrading from Vectors to Graphs: Knowledge Graph Embeddings and Graph-RAG.](https://agam-pandey.gitbook.io/knowledge-graph-embedding-or-dsg-iitr/upgrading-from-vectors-to-graphs-knowledge-graph-embeddings-and-graph-rag..md)
- [Directions to use KGE | DSG](https://agam-pandey.gitbook.io/knowledge-graph-embedding-or-dsg-iitr/directions-to-use-kge-or-dsg.md)
- [The Traditional Embeddings Problem](https://agam-pandey.gitbook.io/knowledge-graph-embedding-or-dsg-iitr/the-traditional-embeddings-problem.md)
- [KGE & TVE RAG for LLMs](https://agam-pandey.gitbook.io/knowledge-graph-embedding-or-dsg-iitr/kge-and-tve-rag-for-llms.md)
- [Traditional Vector Embeddings](https://agam-pandey.gitbook.io/knowledge-graph-embedding-or-dsg-iitr/traditional-vector-embeddings.md)

## How to find the correct page

If the exact page cannot be found, you can still retrieve the information using the documentation query interface.

### Option 1 — Ask a question (recommended)

Perform an HTTP GET request on the documentation index with the `ask` parameter:

```
GET https://agam-pandey.gitbook.io/knowledge-graph-embedding-or-dsg-iitr/upgrading-from-vectors-to-graphs-knowledge-graph-embeddings-and-graph-rag..md?ask=<question>
```

The question should be specific, self-contained, and written in natural language.
The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

### Option 2 — Browse the documentation index

Full index: https://agam-pandey.gitbook.io/knowledge-graph-embedding-or-dsg-iitr/sitemap.md

Use this to discover valid page paths or navigate the documentation structure.

### Option 3 — Retrieve the full documentation corpus

Full export: https://agam-pandey.gitbook.io/knowledge-graph-embedding-or-dsg-iitr/llms-full.txt

Use this to access all content at once and perform your own parsing or retrieval. It will be more expensive.

## Tips for requesting documentation

Prefer `.md` URLs for structured content, append `.md` to URLs (e.g., `/knowledge-graph-embedding-or-dsg-iitr/upgrading-from-vectors-to-graphs-knowledge-graph-embeddings-and-graph-rag..md`).

You may also use `Accept: text/markdown` header for content negotiation.