Agentic AI Reference Architecture

Human Oversight · Data artifact

Multi-Way Comparison Format

Data artifactHuman OversightExperience & Human Oversightarc:MultiWayComparisonFormat

An annotation task format presenting three or more candidate responses simultaneously for ranking or selection.

Responsibility. Extracts richer preference information per annotation than a single pairwise comparison.

Variant of Annotation Task Format abstract

When to choose. Choose when more information per annotation is worth higher annotator cognitive load and potentially lower judgment consistency.

specializesis target of alternativeToalternative toAnnotation Task Format: specializesAnnotation Task FormatAbsolute Rating Format: is target of alternativeToAbsolute Rating FormatPairwise Comparison Format: alternative toPairwise Comparison Format
Direct neighbourhood (hover for relationship types)

Relationships

alternative to variability

Sources

  1. 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.