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Glossary · Meaning and specification

Inverse reward design

Treats a hand-written reward as evidence about its designer's true objective, given the situations it was designed for. Evaluation analogue: a rubric or benchmark score is evidence about what its designer meant to measure, not the construct itself.

Defined in

Handbook · PracticeInverse evaluation designTreat expert accept/reject decisions as evidence about a latent judgment, and use the posterior to find criteria, thresholds and the questions worth asking.
Inverse evaluation design
A proposed research program that treats expert preferences, corrections, escalations, rubric edits, and accept/reject decisions as evidence of a latent judgment and infers its criteria, weights, gates, and thresholds.

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