Indigenous Language Cultural Context Reviewer

AuraOne, Inc.

United States

Remote

USD 34,000 - 55,000

Full time

14 days+
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Job summary

AuraOne, Inc. is seeking an Indigenous Language Cultural Context Reviewer to work remotely as an independent contractor in the United States. You will review prompts and model outputs, apply a versioned rubric, and assign severity tags.

You will compare paired responses, write clear rationales, and contribute to retraining data by identifying edge cases and documenting failure modes for the modeling team.

Qualifications

  • Prior evaluation, annotation, or human-rater experience on indigenous language cultural context evaluation or adjacent content for Indigenous Language Cultural Context Reviewer work.
  • Clear written reasoning that names the issue and the rubric clause being applied.
  • Reliability in asynchronous work and meeting weekly calibration tasks.

Responsibilities

  • Evaluate indigenous language cultural context evaluation model outputs against a versioned rubric and assign severity tags for Indigenous Language Cultural Context Reviewer 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
Indigenous Language Cultural Context
Localization review
Cultural context
Language evaluation
Indigenous
Language

Job description

Indigenous Language Cultural Context Reviewer is a remote evaluation track for reviewing indigenous language cultural context 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 indigenous language cultural context evaluation outputs into auditable labels, rationales, and regression cases for AuraOne Human Data.

Responsibilities
  • Evaluate indigenous language cultural context evaluation model outputs against a versioned rubric and assign severity tags for Indigenous Language Cultural Context Reviewer 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 indigenous language cultural context evaluation or adjacent content for Indigenous Language Cultural Context Reviewer 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 indigenous language cultural context 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
  • Indigenous Language Cultural Context evaluation
  • Localization review
  • Cultural context
  • Language evaluation
  • Indigenous
  • Language
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.

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