Citation Verification Task Evaluator

Citation Verification Task Evaluator is a remote evaluation track for reviewing citation verification task evaluation prompts and responses against Aura One's quality rubric. Reviewers compare paired outputs, label edge cases, and write the kind of structured feedback the modeling team can use to retrain.

AI data reviewers help turn citation verification task evaluation outputs into auditable labels, rationales, and regression cases for Aura One Human Data.

• Evaluate citation verification task evaluation model outputs against a versioned rubric and assign severity tags for Citation Verification Task Evaluator assignments.
• Compare paired responses and pick the stronger answer with a written rationale.
• Label hallucinations, instruction-following failures, and unsafe content with structured tags.
• Capture ambiguous prompts and route them back to the program team for rubric updates.
• Maintain reviewer-quality scores by calibrating against gold-standard examples each week.
• Document recurring failure modes so the modeling team can target them in the next training run.

• Prior evaluation, annotation, or human-rater experience on citation verification task evaluation or adjacent content for Citation Verification Task Evaluator work.
• Comfort applying multi-page rubrics consistently across long batches.
• Clear written reasoning that