IRS O*NET job classification using Jev (1,016 possibilities)
Query: "I scoop scoops and sprinkle sprinkles"
Result: 35-3023.00 Fast Food and Counter Workers https://t.co/SSXUqQwNo3
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these are results of using jev on one of our security pipelines. we already have to use smaller (and dumber) models to make it economic and this model does it over 5x cheaper, faster and while maintaining much higher accuracy.
i don't normally hype over new model releases but that's the first one that actually impressed me. good job @typesafeai

I'm using Jev (from @typesafeai) to categorize expenses for my company! Our office manager used to do this. It's all in Mongolian and we have to do it using bank records.
It is very unique to our company, and not something a software would handle easily. We also have about a years worth of Excel files (training data) that I'm using to give Jev guidance on classification (few shot style).
It really works, it's stupidly cheap, and when it's not confident it says so. Pretty great!
This isn't anything new, classification in ML is extremely "solved". But this is a general classification model