Remote Handwriting Recognition Evaluation Specialist

AuraOne, Inc.; United States; Remote; USD 28,000 - 50,000; Full time

Job summary

AuraOne, Inc. is seeking a Handwriting Recognition Model Evaluator to remotely review prompts and responses, applying AuraOne's quality rubric. You will compare paired outputs, label edge cases, and generate structured feedback to help retrain the model.

Responsibilities include tagging failures, documenting patterns, and calibrating scores weekly. This contractor role supports ongoing improvements in handwriting recognition quality across batches.

Qualifications

• Prior evaluation, annotation, or human-rater experience on handwriting recognition model evaluation or adjacent content for Handwriting Recognition 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 handwriting recognition model evaluation model outputs against a versioned rubric and assign severity tags for Handwriting Recognition 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.

Job description

AuraOne, Inc. is seeking a Handwriting Recognition Model Evaluator to remotely review prompts and responses, applying AuraOne's quality rubric. You will compare paired outputs, label edge cases, and generate structured feedback to help retrain the model.

Responsibilities include tagging failures, documenting patterns, and calibrating scores weekly. This contractor role supports ongoing improvements in handwriting recognition quality across batches.