Before you dive in
What you’ll find in the original
- Separate evaluation logic, model decisions, and score calculation instead of asking one generative judge to do all three.
- Map Noul probabilities directly, normalize Score distributions over ordered levels, and assign explicit credit to Choice outcomes.
- Use strict mode when every applicable requirement must pass; otherwise a weighted mean allows strengths to offset weaknesses.
Worth knowing
JevEval still inherits Jev’s judgment errors and the quality of the questions you write; deterministic scoring does not make the underlying decisions correct.