Remote OCR & Document Understanding Evaluator

AuraOne; United States; On-site; USD 34,440 - 55,104; Full time

Job summary

AuraOne is seeking a remote OCR and Document Understanding Model Evaluator to review document annotation prompts and responses against our quality rubric. You will compare paired outputs, label edge cases, and provide structured feedback to help retrain the modeling team.

Strong attention to detail and reliable async availability for at least 10 hours per week are required. This contractor role offers remote work with US eligibility.

Qualifications

• Prior evaluation, annotation, or human-rater experience on document annotation or adjacent content for OCR and Document Understanding Model Evaluator work.
• Comfort applying multi-page rubrics consistently across long batches.
• Clear written reasoning that names the issue and the rubric clause being applied.
• Strong attention to detail and the ability to flag when a prompt itself is the problem.
• 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 OCR and Document Understanding Model 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.

Skills

Model output evaluation

Rubric-based annotation

Severity tagging

Inter-rater calibration

Document annotation

Multimodal evaluation

Cross-modal reasoning

Grounding review

Job description

AuraOne is seeking a remote OCR and Document Understanding Model Evaluator to review document annotation prompts and responses against our quality rubric. You will compare paired outputs, label edge cases, and provide structured feedback to help retrain the modeling team.

Strong attention to detail and reliable async availability for at least 10 hours per week are required. This contractor role offers remote work with US eligibility.