Remote Visual Document Understanding Evaluator (Contractor)

AuraOne, Inc.; United States; Remote; USD 68,000 - 97,000; Full time

Job summary

AuraOne, Inc. is seeking a remote reviewer for Education — Visual Document Understanding to evaluate model outputs against rubrics, label edge cases, and provide structured feedback for retraining.

This contractor role requires strong attention to detail, reliable async availability for at least 10 hours per week, and experience with document annotation tasks to ensure high-quality data labeling.

Qualifications

• Prior evaluation or annotation experience on document annotation tasks.
• Ability to apply rubrics consistently across long batches.
• Clear written reasoning naming the issue and rubric clause being applied.
• Reliable async availability for at least 10 hours per week.

Responsibilities

• Evaluate document annotation model outputs against a versioned rubric and assign severity tags for Education — Visual Document Understanding assignments.
• Compare paired responses and provide a written rationale for the stronger answer.
• 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 for the modeling team to address in the next training run.

Skills

Evaluation experience

Annotation experience

Rubric-based annotation

Inter-rater calibration

Attention to detail

Job description

AuraOne, Inc. is seeking a remote reviewer for Education — Visual Document Understanding to evaluate model outputs against rubrics, label edge cases, and provide structured feedback for retraining.

This contractor role requires strong attention to detail, reliable async availability for at least 10 hours per week, and experience with document annotation tasks to ensure high-quality data labeling.