Awesome Jev: early projects and use cases
A community-curated list gathers early Jev projects and ideas for developers who already have API access.
Jev Eval: Comparable to monoBert on MS Macro
The author evals Jev on the MS Macro IR benchmark and finds it comparable to trained monoBert, depending on whether you care more about MAP or nDCG.
Incredible work, I'm going to test this theory of the score levels. I evaled Jev against MS Macro and it was comparable to trained monoBert (depending if you cared more about MAP or nDCG)
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More like this
Training an MLP on Qwen 4B to Replicate Jev Behavior
The author shares an open-source project openjev that trains an MLP on qwen 4b to work like Jev, with a Hugging Face link. Link
Swapping an agent's tool-calling reasoning with Jev
The author shares replacing an agent's tool-calling reasoning with Jev, using Fable, Astra, and Opus; early results show drastic savings with very close results, with a demo video promised.
