WTF Is Going On(Weights, Tools & Frameworks)

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chaoliangUNSW/Jev-Style-0.8B-Decision-v3
text-classification apache-2.0 MLX

What this is

Sorts text into categories — sentiment, topic, safety.

Packaged as MLX. MLX is Apple silicon.

apache-2.0 — commercial use allowed.

Release chainonly the steps this archive can prove

  1. argued about618 points · 145 comments

What they saidthe thread’s own top comments, verbatim

Ollaya – Ollama for open-source, Jev-style decision models — 618 points · 145 comments
pradn
I'm not sure what this means for AI startups if their innovations can be copied by OSS so quickly (what, like 2 weeks?). There's "consumer surplus" for everyone, to borrow an economic concept. But we do ideally want some of the surplus to …
fooker
For everyone dismissing Jev's innovation as being trivial, no it's not. It is definitely not the MNIST classifier you had trained in 2019. The difference is that you only train it once and the modern LLM machinery sort of takes care of tha…
george_max
Has anyone actually seen better or the same results with Laya compared to Jev? From my experience, Laya performs significantly worse. It's less confident and often makes wrong decisions with more complex queries.

Who republished itderivatives we have seen, by download size

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