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GitHub - Heman10x-NGU/openJev-verdict-2.0: Calibrated 151M Non-Autoregressive Decision Engine beating TypeSafe Jev & Laya on LocalLLaMA/type
listed 51m agoreviewed by JevCalibrated 151M Non-Autoregressive Decision Engine beating TypeSafe Jev & Laya on LocalLLaMA/typed-decisions (77.10% acc, 0.0636 Brier, 0.0144 ECE) - Heman10x-NGU/openJev-verdict-2.0
- 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
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- 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.
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