Score-Only Judge

An LLM judge that returns evaluation scores without exposing any reasoning trace for its verdict.

Responsibility. Grades outputs with bare scores.

Also known as: Black-box judge, Opaque evaluator

Variant of LLM Judge abstract

When to choose. Choose only where lower evaluation accuracy and unverifiable judgments are acceptable; the chapter reports it underperforms explained judges.