Urdu Transcription Expert

AuraOne; United States; Remote; USD 34,000 - 55,000; Full time

Job summary

AuraOne is seeking a remote Urdu Transcription Expert to review Urdu generalist evaluation prompts and responses against our quality rubric. This contractor role involves annotating outputs, labeling edge cases, and drafting structured feedback to help retrain models.

You will compare paired responses, assign severity tags, and document recurring failure modes. Ideal candidates have Urdu evaluation experience, strong attention to detail, and reliable async availability for at least 10 hours per

Qualifications

• Must have prior evaluation, annotation, or human-rater experience on Urdu generalist evaluation or adjacent content.
• Clear written reasoning that names the issue and the rubric clause applied.
• 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

Urdu evaluation experience

Attention to detail

Written reasoning

Async availability

Job description

Category: Frontier Model Evaluation · Pay: Hourly rate confirmed after the interview process · Location: Remote — US-eligible · Contractor

Urdu Transcription Expert is a remote evaluation track for reviewing urdu generalist evaluation prompts and responses against AuraOne's quality rubric. Reviewers compare paired outputs, label edge cases, and write the kind of structured feedback the modeling team can use to retrain.

Why this role matters

AI data reviewers help turn urdu generalist evaluation outputs into auditable labels, rationales, and regression cases for AuraOne Human Data.

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.

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.

Example tasks

• Compare two urdu generalist evaluation model responses to the same prompt and pick the stronger one with rationale.
• Tag an unsafe response with the correct policy category and severity.
• Audit a 50-row batch for rubric consistency and report drift to the program lead.
• Propose a rubric clarification after spotting a recurring failure mode.

Nice to have

• Background in linguistics, content moderation, or trust & safety review.
• Experience with inter-rater agreement metrics and calibration cycles.
• Domain expertise that lets you spot subject-matter errors automated checks miss.

Skills

• Model output evaluation
• Rubric-based annotation
• Severity tagging
• Inter-rater calibration
• Urdu generalist evaluation

Work model

Remote — US-eligible. Remote · Independent specialist contractor. Employment type: CONTRACTOR. Applicants must be authorized to work from US.

Compensation

Hourly rate confirmed after the interview process.