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If you’re building “chat over your PDFs” with LLMs, you need to deal with the pesky issue of how to parse embedded tables/diagrams.
Native text splitting + top-k on your tables == bad results! ⛔️🚫
A nuanced, hierarchical data representation over your PDF can help 👇
218.4K views
Our gift to you this new year is an advanced RAG diagram you can print out and frame 🖼️
@_nerdai_ compiled 15+ advanced RAG techniques, categorized them, and added full @llama_index recipes + notebook links for each of these components.
They’re categorized to help you jointly
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🔥 Top post: Google vs OpenAI is the beef we’re all here for Dumping update · 1.8M views
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If you are looking to parse large volumes of PDFs (and other document formats) while maximizing accuracy and cost, we're offering $1k in credits if you signup to the Pro plan!
We're guaranteeing high quality and low cost. If you run into…
The real value of agents is not just basic search/RAG (we can agree with that), but to automate domain-specific knowledge work and processes.
I made a simple example of this for auto-insurance claim processing, in the latest edition of my…
This weekend learn how to build a legal document agent from scratch 👨⚖️📑
I made a tutorial showing you how to build a contract review agentic workflow - given a vendor agreement, parse it into a set of key clauses, match it with relevant…
Inspired by @AndrewYNg’s threads on agents in the past few weeks, I’m excited to share my talk from the @weights_biases conference that outlines how to build a general context-augmented research assistant 🧑🔬
Naive RAG is mostly good for …
I’ve talked about how a big step towards better RAG, no matter what downstream model you’re using (GPT-4, Mistral, Gemini 1.5 Pro, etc.) is to just have a really nice PDF parser.
It’s so important because a good parser unlocks way more in…
There was a lot of cool RAG research in the past year or two, and luckily for you, all of these efforts are tracked under one place!
“Retrieval-Augmented Generation for Large Language Models: A Survey” by Gao et al. does an admirable job …
Our gift to you this new year is an advanced RAG diagram you can print out and frame 🖼️
@_nerdai_ compiled 15+ advanced RAG techniques, categorized them, and added full @llama_index recipes + notebook links for each of these components.
…
New RAG technique alert 🚨
We’ve come up with an advanced RAG technique in @llama_index that lets you ask structured questions over many documents ✨:
1. Model each document as a metadata dictionary - store more attributes beyond a simple t…
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🕵️ Fake follower check
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- Verified account.
- Established account (15+ years old).
- 1.41% engagement — below the ~18% typical for this size.
Heuristic estimate from engagement, follower ratios, account age & growth — a screening signal, not a guarantee.
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