Low-Resource Language Cultural Context Reviewer

AuraOne, Inc.; United States; Remote; USD 34,000 - 83,000; Part time

Benefits offered by this job

Contractor engagement

Job summary

AuraOne, Inc. is seeking a remote Low-Resource Language Cultural Context Reviewer to evaluate prompts and responses against its quality rubric. You will compare paired outputs, label edge cases, and write structured feedback for retraining.

As a contractor, you will work remotely with US eligibility, reviewing and tagging outputs, keeping calibration with gold standards, and reporting recurring failures to improve future training runs.

Qualifications

• Prior evaluation/annotation experience in low-resource language contexts.
• Ability to apply multi-page rubrics consistently.
• Clear written reasoning citing rubric clause being applied.
• Strong attention to detail and flagging when a prompt is the problem.
• Reliable async availability for at least 10 hours per week.

Responsibilities

• Evaluate model outputs against rubric and assign severity tags.
• Compare paired responses and select stronger answer with rationale.
• Label unsafe content with the correct policy category and severity.
• Audit batches and report rubric drift to the program lead.
• Propose rubric clarifications after spotting recurring failures.
• Calibrate reviewer quality against gold-standard examples weekly.

Skills

Evaluation experience

Rubric-based annotation

Inter-rater calibration

Attention to detail

Async availability

Education

Linguistics background

Job description

Low-Resource Language Cultural Context Reviewer is a remote evaluation track for reviewing low resource 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 low resource language cultural context evaluation outputs into auditable labels, rationales, and regression cases for AuraOne Human Data.

Responsibilities

• Evaluate low resource language cultural context evaluation model outputs against a versioned rubric and assign severity tags for Low-Resource 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 low resource language cultural context evaluation or adjacent content for Low-Resource 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 low resource 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
• Low Resource Language Cultural Context evaluation
• Localization review
• Cultural context
• Language evaluation
• Resource
• 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.

Application process

Apply through AuraOne's specialist intake for role-specific routing and review. Final project scope, schedule, and contractor terms are confirmed before placement.

Prior evaluation, annotation, or human-rater experience on low resource language cultural context evaluation or adjacent content for Low-Resource 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.