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GitHub - metask-ai/metask-jev: Metask-Jev: calibrated typed-decision models (Jev-class). Single forward pass, candidate-logit readout. metas
listed 45m agoreviewed by JevMetask-Jev: calibrated typed-decision models (Jev-class). Single forward pass, candidate-logit readout. metask-jev-4b beats Bespoke Nimble-9B and Jev on JevBench. - metask-ai/metask-jev
- Author
- github.com
- Use case
- Benchmarks & Evals
- Added
- 2026-09-25
All figures come from the author. Check the source before you quote them.
More in Benchmarks & Evals
- Morgan on X: It has been a really interesting experience to build an eval suite for System On▲ 0x.com
- silentguy on X: Grok Bot does the job, Jev decides where the job goes next▲ 0x.com
- spect on X: The founder of Jev just dropped a 1-hour masterclass on how Jev actually works▲ 0x.com
- Dain on X: A beautiful pattern can still be noise.▲ 0x.com
- Utkarsh Maheshwari on X: Is the Jev hype real,▲ 0x.com
- OpenMed on X: Four typed questions across four authored fictional notes, labels written before▲ 0x.com
Jev guides for this use case
- Using Jev as a judge for evalsGrading with a decision model instead of a prose-writing judge, and why calibrated confidence is the real prize.
- How Jev sorts a build into one of 21 use casesThe 21 criteria Jev classifies against, published in full, plus what the reviewer sees and how ambiguity is handled.
- Jev statistics: latency, cost, and this directory's own numbersPublished benchmarks with their caveat attached, plus live directory figures that update automatically.
Bid history
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