Build Real-Time Knowledge Graph for Documents with LLM

Re:Build Real-Time Knowledge Graph for Documents with LLM by yard2010 on Wednesday May 14, 2025 @01:21AM (#43981098)

I'm curious, how do you find your passport number in Telegram? Do you embed every message and then do cosine similarity to find the message that is relevant to the question? Please write about your system more :)

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Re:Build Real-Time Knowledge Graph for Documents with LLM by barrenko on Wednesday May 14, 2025 @03:22AM (#43981798)

Not OP, but I think he literally supplies the "vanilla" .md file to the LLM and prompts.

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Re:Build Real-Time Knowledge Graph for Documents with LLM by dvrp on Wednesday May 14, 2025 @05:20AM (#43982529)

Yes! This in essence.

Specifically, it’s a file that contains a list of Entity-Attribute-Value assertions in triplets.

It’s called “FACTS.md” and each line represents a fact. Such as “<OP>, PASSPORT_NUMBER, <VALUE>”

Then put it in context, ask question, and then use Telegram API and suddenly I have a “Private ChatGPT” that’s aware of my filesystem, can run my own binaries/tools, and has access to a private document store.

It gets cool once you add function calling to open images on demand (or any type of file) with vision capabilities/OCR and you start running shell commands and combining that with many media types from Telegram.

Funny enough, I called the project “COO” initially. Been thinking of writing up something about it.

I think it’s a no brainer and I’m confident OpenAI, Claude, and Notion will go there.

In the meantime, I have good-ol’ vi, .md/.txt, and HTTP/SMTP!

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Re:Build Real-Time Knowledge Graph for Documents with LLM by unshavedyak on Wednesday May 14, 2025 @09:59AM (#43984648)

I really miss the ease of Telegram bots. It's so fun to write stuff like this.

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Re:Build Real-Time Knowledge Graph for Documents with LLM by badmonster on Wednesday May 14, 2025 @01:16PM (#43986981)

This is such a cool idea, would love to hack a project sometime with multi-media types and map to knowledge graphs and feed that to agents :)

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Re:Build Real-Time Knowledge Graph for Documents with LLM by hailruda on Wednesday May 14, 2025 @02:52PM (#43987987)

I’d appreciate a writeup! I’d like to implement this myself, maybe add reminders.

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Re:Build Real-Time Knowledge Graph for Documents with LLM by sgt101 on Wednesday May 14, 2025 @05:14AM (#43982504)

Maybe ask the LLM to extract facts from the documents as datalog assertions and then use a reasoner/llm tool to answer the question?

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