French Bilingual Expert - AI Output Review & Annotation

AuraOne, Inc.; United States; Remote; USD 30,000 - 52,000; Full time

Job summary

AuraOne, Inc. seeks a French bilingual expert to review and annotate AI outputs for quality assessment.

This remote contractor role focuses on evaluating French generalist prompts and responses, labeling edge cases, and providing structured feedback for retraining efforts. Responsibilities include comparing paired outputs, tagging inaccuracies, and calibrating scores against rubrics while maintaining high attention to detail.

Qualifications

• Experience evaluating or annotating French generalist evaluation content.
• Ability to apply multi-page rubrics consistently across large batches.
• Clear written reasoning naming the issue and rubric clause used.
• Exceptional attention to detail and ability to flag prompts themselves as problems.
• Reliable asynchronous availability for at least 10 hours per week.

Responsibilities

• Evaluate French generalist evaluation model outputs against a versioned rubric and assign severity tags.
• Compare paired responses and select the stronger answer with a written rationale.
• Label hallucinations, instruction-following failures, and unsafe content with structured tags.
• Capture ambiguous prompts and route them for rubric updates.
• Calibrate reviewer-quality scores against gold-standard examples weekly.
• Document recurring failure modes for future training.

Skills

Model output evaluation

Rubric-based annotation

Severity tagging

Inter-rater calibration

French generalist evaluation

Job description

French Bilingual Expert - AI Output Review & Annotation is a remote evaluation track for reviewing french 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 french generalist evaluation outputs into auditable labels, rationales, and regression cases for AuraOne Human Data.

Responsibilities

• Evaluate french generalist evaluation model outputs against a versioned rubric and assign severity tags for French Bilingual Expert - AI Output Review & Annotation 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 french generalist evaluation or adjacent content for French Bilingual Expert - AI Output Review & Annotation 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 french 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 tagging
• Inter-rater calibration
• French generalist evaluation

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 french generalist evaluation or adjacent content for French Bilingual Expert - AI Output Review & Annotation 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.