Tongan Bilingual Expert

AI Trainer Jobs; United States; Remote; USD 28,000 - 55,000; Part time

Job summary

AuraOne is seeking a Tongan Bilingual Expert for a remote evaluation track to review prompts and responses against our quality rubric. You will compare paired outputs, label edge cases, and provide structured feedback to retrain the model.

As a remote contractor, you will help turn evaluation outputs into auditable labels, rationales, and regression cases for the model. You will also judge benchmark failures and calibrate other evaluators as part of the frontier model evaluation team.

Qualifications

• Prior evaluation, annotation, or human-rater experience on tongan bilingual evaluation.
• 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 tongan bilingual evaluation model outputs against a versioned rubric and assign severity tags for Tongan Bilingual 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.

Skills

Evaluation experience

Annotation

Human-rater experience

Attention to detail

Written reasoning

Async availability

Tools

Rubric-based annotation

Inter-rater calibration

Job description

Tongan Bilingual Expert is a remote evaluation track for reviewing tongan bilingual 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: Hourly rate confirmed after the interview process · Location: Remote — US-eligible · Contractor

Tongan Bilingual Expert is a remote evaluation track for reviewing tongan bilingual evaluation prompts and responses against AuraOne's quality rubric.

Role details

About the role

Tongan Bilingual Expert is a remote evaluation track for reviewing tongan bilingual 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 tongan bilingual 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 tongan bilingual evaluation model outputs against a versioned rubric and assign severity tags for Tongan Bilingual 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.Track Evaluation & annotation Work model Remote · Independent specialist contractor Compensation Hourly rate confirmed after the interview process. Eligible from US

What you should bring

• Prior evaluation, annotation, or human-rater experience on tongan bilingual evaluation or adjacent content for Tongan Bilingual 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.

Role signals

Example tasks

• Compare two tongan bilingual 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

Hourly rate confirmed after the interview process.
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
• Tongan Bilingual evaluation