Human audit of the LLM judges confirms high reliability: the data construction judge achieves 94% balanced audit agreement (88% success precision, 100% failure confirmation) and the final evaluation judge achieves 98% balanced agreement (96% success precision, 100% failure confirmation).

Human audit of the LLM judges confirms high reliability: the data construction judge achieves 94% balanced audit agreement (88% success precision, 100% failure confirmation) and the final evaluation judge achieves 98% balanced agreement (96% success precision, 100% failure confirmation). · CiteArk

Measurement results

0/6 assessed

0 supported0 disputed or conflicting6 not assessed

The complete result group stays with its claim. Assessed rows come first; their judgments do not replace the whole-claim conclusion. Expand a row for conditions, sources, and evidence history.

Each row is a measurement with its reported value, latest available observation, and cumulative evidence state.
Metric and conditions	Reported	Latest observation	Evidence judgment
stage: Data construction	88 percentage_points	—	Not assessed
stage: Data construction	100 percentage_points	—	Not assessed
stage: Data construction	94 percentage_points	—	Not assessed
stage: Final evaluation	96 percentage_points	—	Not assessed
stage: Final evaluation	100 percentage_points	—	Not assessed
stage: Final evaluation	98 percentage_points	—	Not assessed

Human audit of the LLM judges confirms high reliability: the data construction judge achieves 94% balanced audit agreement (88% success precision, 100% failure confirmation) and the final evaluation judge achieves 98% balanced agreement (96% success precision, 100% failure confirmation).

Reported and observed measurements

Assessments (0)

Runs (0)

Measurement results