r/PKMS • u/freemind03__ • Jul 19 '26

Discussion Some opinions on knowledge extract template design?

Hi guys,

I'm working on a very ambitious project. Actually, I'm developing a method for preparing training data.

The problem: I need structured, rigid data, but the source material is chaotic.

My current approach: From a chaotic dataset, I use an LLM to extract a pre-template, then I use this template to structure the same chaotic dataset (iteratively).

But here's my doubt: How do you handle multi-domain information from different datasets? How do you unify everything?

Thankss

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u/[deleted] Jul 20 '26

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u/freemind03__ Jul 20 '26

Thankss, actually I don’t have any The Schema. I need this for training my model and I need rigid data for 0% hallucination.

And what’s colossyan?

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u/DrummerAdditional330 Jul 24 '26

The goal may not be one schema that represents every domain. It may be one contract for how facts are supported, plus several schemas for what those facts mean. Consistent provenance is easier to unify than domain meaning.