Urdu Evaluation & Rubric Specialist (Remote Contractor)

AuraOne, Inc.; United States; Remote; USD 28,000 - 55,000; Full time

Job summary

AuraOne, Inc. is seeking an Urdu Transcription Expert contractor to evaluate Urdu generalist outputs against a versioned rubric. You will compare paired responses, label edge cases, and provide structured feedback to retrain models.

Responsibilities include labeling unsafe content, annotating reasoning with rubric references, and calibrating scores against gold-standard examples weekly. Remote, contractor role with US eligibility.

Qualifications

• Prior evaluation, annotation, or human-rater experience on urdu generalist evaluation or adjacent content for Urdu Transcription Expert 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 urdu generalist evaluation model outputs against a versioned rubric and assign severity tags for Urdu Transcription Expert 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

Urdu generalist evaluation

Job description

AuraOne, Inc. is seeking an Urdu Transcription Expert contractor to evaluate Urdu generalist outputs against a versioned rubric. You will compare paired responses, label edge cases, and provide structured feedback to retrain models.

Responsibilities include labeling unsafe content, annotating reasoning with rubric references, and calibrating scores against gold-standard examples weekly. Remote, contractor role with US eligibility.