Bilingual Writer - Thai (Thailand)

AuraOne

United States

On-site

USD 15,000 - 21,000

Part time

14 days+
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Job summary

AuraOne seeks a Remote Bilingual Writer fluent in Thai to evaluate generalist prompts and responses against our quality rubric. You will review outputs, label issues, and provide structured feedback to retrain models. This contractor role requires strong attention to detail and the ability to work asynchronously from the US.

You will compare paired responses, assign severity tags, and document recurring failure modes to help the modeling team improve future iterations. 10+ hours weekly preferred.

Qualifications

  • Prior evaluation, annotation, or human-rater experience on thai generalist evaluation.
  • 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 for Bilingual Writer - Thai (Thailand) 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
Thai generalist evaluation

Job description

Bilingual Writer - Thai (Thailand) 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.

Why this role matters

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

Responsibilities
  • Evaluate thai generalist evaluation model outputs against a versioned rubric and assign severity tags for Bilingual Writer - Thai (Thailand) 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 thai generalist evaluation or adjacent content for Bilingual Writer - Thai (Thailand) 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.
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 taggingInter-rater calibration
  • Thai generalist evaluation
Work model

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

Compensation

$13 / hr

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