Music & Lyrics Expert - Thai

AI Trainer Jobs; United States; Remote; USD 21,000 - 29,000; Full time

Job summary

AuraOne seeks a Music & Lyrics Expert - Thai for a remote evaluation track. Reviewers compare paired outputs, label edge cases, and write structured feedback for retraining.

As an AI data reviewer, you will help turn Thai evaluation outputs into auditable labels, rationales, and regression cases. The role is remote, US-eligible, contractor, with pay of $18 per hour.

Qualifications

• Prior evaluation, annotation, or human-rater experience on Thai generalist evaluation or adjacent content.
• 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 Thai generalist evaluation model outputs against a versioned rubric and assign severity tags.
• Compare paired responses and provide a rationale for the stronger answer.
• Label hallucinations, instruction-following failures, and unsafe content with structured tags.
• Capture ambiguous prompts and route them to the program team for rubric updates.
• Calibrate reviewer-quality scores against gold-standard examples weekly.

Skills

Model output evaluation

Rubric-based annotation

Severity tagging

Inter-rater calibration

Thai generalist evaluation

Job description

Music & Lyrics Expert - Thai is a remote evaluation track for reviewing thai 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.

Category: Frontier Model Evaluation · Pay: $18 / hr · Location: Remote — US-eligible · Contractor

Music & Lyrics Expert - Thai is a remote evaluation track for reviewing thai generalist evaluation prompts and responses against AuraOne's quality rubric.

Role details

About the role

Music & Lyrics Expert - Thai is a remote evaluation track for reviewing thai 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.

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

Review frontier model outputs. Judge benchmark failures and calibrate other evaluators.

Responsibilities

• Evaluate thai generalist evaluation model outputs against a versioned rubric and assign severity tags for Music & Lyrics Expert - Thai 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.

What you should bring

• Prior evaluation, annotation, or human-rater experience on thai generalist evaluation or adjacent content for Music & Lyrics Expert - Thai 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 thai 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.

Useful experience

• 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.

Compensation and schedule

$18 / hr

Expected arrangement: contractor, with program-defined task volume and review pacing. Placement depends on current program demand and reviewer confirmation.

Skills used in matching

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

Application boundary

Creating a specialist profile records your experience and preferences. Starting role intake is a separate action that attaches this role to your candidate record.

Specialist intake

The intake preserves your chosen role, the visible terms, and source attribution for reviewer context.

• 01 Confirm profile and eligibility details.
• 02 Attach this role deliberately.
• 03 Receive a human review decision or follow-up.
• Placement timing depends on program demand and reviewer confirmation.