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A comment on Introducing LFM3: Every Modality for Specialized Intelligence. Parent comment

Re:Introducing LFM3: Every Modality for Specialized Intellig... by ashkankiani on Tuesday October 27, 2026 @04:17PM (#50265183)
You're doing something similar to what I've been prototyping for the automatic metadata enrichment part. So far I've been using deterministic older techniques + manual for my personal data stream, but I'm trying to learn what the state of the art is for efficiently annotating data with LLMs and newer ML.

This seems interesting, but if anyone else is also doing a similar thing, I'd appreciate tips on how to approach it. So far, I think I have some small RAG model in a demo or the very small qwen models. I think fine tuning seems interesting too. Some of the decision models applied in layers (like a binary search on a pre-generated corpus) could be fast enough to help too?

idk too many options, i'm sure this is a solved problem lol

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Re:Introducing LFM3: Every Modality for Specialized Intellig... by colingauvin on Tuesday October 27, 2026 @10:19PM (#50268595)
It's definitely not a solved problem, and it has been kicking my ass. I don't just want metadata tagging/categorization, I want something that identifies the networks between the information, graduates topics to actual objects, and routinely consolidates/synthesizes narratives that can be easily looked up.
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