Human Oversight · Human role
General Preference Annotator
Human roleHuman OversightExperience & Human Oversightarc:GeneralPreferenceAnnotator
A preference annotator without specialized domain expertise who compares responses on general criteria such as helpfulness, harmlessness, honesty and tone.
Responsibility. Provides scalable, lower-cost comparative judgments on general-purpose content.
Also known as: General annotator
Variant of Preference Annotator abstract
When to choose. Choose for general-purpose content where volume and cost matter; unsuitable for specialized medical, legal, financial or safety-critical content.
Relationships
alternative to variability
Design guidance
- SHOULD NOT judge specialized content, where general annotators rate confident-sounding but inaccurate responses highly.
Sources
- Ch10.3: T. Nguyen, "RLHF Methodology," in Mastering Agentic AI Systems: Guide for the NVIDIA NCP-AAI Exam, 1st ed. 2026, ch. 10.3. ISBN: 9798244538229.