Human Resources Expert, Mandarin Chinese (mainland China)

AuraOne, Inc.; United States; Remote; USD 83,000 - 96,000; Full time

Job summary

AuraOne, Inc. is seeking aRemote evaluation contractor for Mandarin Generalist tasks to review model outputs against a versioned rubric, label issues, and provide structured feedback for retraining.

You will compare responses, justify the stronger answer with rationale, and flag safety or instruction-following failures. Ideal candidates have prior Mandarin evaluation experience, strong attention to detail, and reliable weekly availability (at least 10 hours).

Qualifications

• Prior evaluation, annotation, or human-rater experience on mandarin generalist evaluation or adjacent content.
• 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 mandarin generalist evaluation model outputs against a versioned rubric and assign severity tags for Human Resources Expert, Mandarin Chinese (mainland China) 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

Mandarin generalist evaluation

Job description

Human Resources Expert, Mandarin Chinese (mainland China) is a remote evaluation track for reviewing mandarin 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 mandarin generalist evaluation outputs into auditable labels, rationales, and regression cases for AuraOne Human Data.

Responsibilities

• Evaluate mandarin generalist evaluation model outputs against a versioned rubric and assign severity tags for Human Resources Expert, Mandarin Chinese (mainland China) 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 mandarin generalist evaluation or adjacent content for Human Resources Expert, Mandarin Chinese (mainland China) 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 mandarin 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
• Mandarin generalist evaluation

Work model

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

Compensation

$60 / hr

Prior evaluation, annotation, or human‑rater experience on mandarin generalist evaluation or adjacent content for Human Resources Expert, Mandarin Chinese (mainland China) 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.