Repo · Benchmarks & research
Brier
Local calibrated choice/score/noul decisions in TypeSafe Jev API form, trained for Portuguese, on Apple Silicon MLX.
Open github.com ↗From the repository
Brier: typed, calibrated decisions (choice/score/noul) for Portuguese, running locally. Decisões tipadas e calibradas em português, locais. Qwen3-4B + LoRA; API /v1/decide, compatível com /v1/systemone.
brier-scorecalibrationclassificationdecision-modelmlxportuguese
How builders describe it
Open local decision model on Qwen3-4B with LoRA adapters that answers choice, score, and noul questions with probabilities, calibrated confidence, and conformal sets, offline with no per-call cost.
The decision Jev makes
Benchmark questions with known answers, to check accuracy and confidence.
Where it fits
Head-to-head tests, calibration studies and independent research into how well Jev decides, how fast, and at what cost. All 682 benchmarks & research projects →
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