Gujarati Transcription Expert

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

Benefits offered by this job

Remote work

Job summary

AuraOne, Inc. is seeking an experienced Gujarati Transcription Expert for a remote evaluation track. You will review prompts and responses, compare outputs, tag edge cases, and provide structured feedback to help retrain models.

The role emphasizes labeling issues, applying rubrics precisely, and maintaining consistency across long batches with strong written rationale. This is a CONTRACTOR remote opportunity with US eligibility.

Qualifications

• Prior evaluation, annotation, or human-rater experience on gujarati transcription evaluation or adjacent content for Gujarati Transcription Expert work.

Responsibilities

• Evaluate gujarati transcription evaluation model outputs against a versioned rubric and assign severity tags for Gujarati 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

Gujarati Transcription evaluation

Job description

Gujarati Transcription Expert is a remote evaluation track for reviewing gujarati transcription 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 gujarati transcription evaluation outputs into auditable labels, rationales, and regression cases for AuraOne Human Data.

Responsibilities

• Evaluate gujarati transcription evaluation model outputs against a versioned rubric and assign severity tags for Gujarati 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 gujarati transcription evaluation or adjacent content for Gujarati 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 gujarati transcription 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
• Gujarati Transcription 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.

Prior evaluation, annotation, or human-rater experience on gujarati transcription evaluation or adjacent content for Gujarati 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.