cavendish
TestedliveEval Harnesses

Judge Calibrator

Score the same outputs with an uncalibrated judge and a rubric-calibrated one, against a human panel.

MLMichelle
Eval labelJudge calibration
Cases
6
Passing
5
Failing
1
Built
31 Aug 2026
Quote until
Verified until 29 Nov 2026

Try it

The working version.

Mocked for this demo, with the numbers taken from the run that produced it.

Sample 1 of 7

Summarise the customer's current excess position
The customer's excess is waived under the hardship provision.
Human panel
·
Uncalibrated judge
·
Rubric-calibrated
·

Agreement so far · 0 scored

Uncalibrated0%
Rubric-calibrated0%

Exact agreement with the panel. The published κ of 0.71 is the chance-corrected version over 180 samples.

The rubric

  • 5Complete and correctAnswers the question, every factual claim is supported by the source, states what it does not know.
  • 4Correct, thinNothing wrong, but omits a material qualification a reviewer would expect.
  • 3Partially correctThe main claim holds; at least one supporting detail is wrong or unsupported.
  • 2MisleadingReads as authoritative and would lead a reader to the wrong action.
  • 1WrongThe central claim is false.