CalibratedDecisions.

Repo · Benchmarks & research

Jev Arena

A comparison arena that runs the same batch of review comments through Jev and DeepSeek, showing processing time, cost, and per-label results with…

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From the repository

Jev 模型介绍与实测:通过 Choice / Score / Noul 将自然语言转为带类型的判断与概率,用于分类、评分和路由;支持与 DeepSeek 等模型对比评论打标、速度与结果,含 CSV/Excel 导入、原速回放与离线报告。

How builders describe it

A comparison arena that runs the same batch of review comments through Jev and DeepSeek, showing processing time, cost, and per-label results with CSV/Excel import, replay, and offline reports.

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 355 benchmarks & research projects →

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