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jev-calibration-audit

Independent calibration audit of TypeSafe AI's Jev: when it says 80%, is it right 80% of the time? Tested on EIA weekly petroleum reports against an LLM classifier via LangChain, with exact ground truth from EIA data.

Research and EvalsFeature ScoringListedPython

Repository

Stars0
LanguagePython
LicenseMIT
Created2026-10-28
Last pushed2026-10-28
Officialno

Judgment

Genuine Jev project0.83
gate 0.5
Uses Jev at runtime0.81
Is a meta list0.02
Is a reimplementation0.08

Quality scales

Substance2.17 / 3
gate 0.5
Docs2.75 / 3
Novelty2.87 / 3
Composite score0.84

Category distribution

Research and Evals1.00
SDKs and Clients0.00
Integrations0.00
Agent and Dev Tooling0.00
Applications0.00
Games and Simulation0.00
Learning0.00
Other0.00
Assigned categoryResearch and Evals
Category probability1.00
Category confidence1.00
PatternFeature Scoring
Pattern confidence0.50

Curation

StatusListed
Reasongate passed
README pickno
Overridenone

Sources

Provenance

Modeljev-1.14.0
Question setv2
Judged at2026-10-28 12:09 UTC