CalibratedDecisions.

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jev-benchmark (YidiDev)

Rubric-Based Zero-Shot Classification Benchmark: Jev vs Claude Haiku 4.5 vs OpenJev on rubric-conditioned classification, chained decision execution,…

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From the repository

Rubric-Based Zero-Shot Classification Benchmark: Jev vs Claude Haiku 4.5 vs Claude Sonnet 5 vs OpenJev on rubric-conditioned classification, chained decision execution, and exam grading -- with full price tracking.

How builders describe it

Rubric-Based Zero-Shot Classification Benchmark: Jev vs Claude Haiku 4.5 vs OpenJev on rubric-conditioned classification, chained decision execution, and exam grading -- with full price tracking.
Reproducible benchmark asking whether Jev reads multi-clause rubrics, comparing Jev, Claude Haiku 4.5, Sonnet 5 and OpenJev across ten suites with corpora and spend published.

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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