HHeman10x-NGUJev alternatives & open source

openJev-verdict-2.0

Calibrated 151M Non-Autoregressive Decision Engine beating TypeSafe Jev & Laya on LocalLLaMA/typed-decisions (77.10% acc, 0.0636 Brier, 0.0144 ECE)

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How it uses Jev

Model weights and artifacts are hosted on Hugging Face at heman10x/rlcd-modernbert-151m. Full benchmark details and leaderboards are available at Benchmark Heaven Jev Models.

Getting started

python from transformers import AutoTokenizer

Source: community catalog. Details and metrics reflect the published community snapshot and are not a performance endorsement. Documentation details extracted from GitHub · the README · the project website.

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