Remote Hmong Language Evaluator & Rubric Auditor

AuraOne, Inc.; United States; Remote; USD 28,000 - 55,000; Full time

Job summary

AuraOne, Inc. is seeking a Hmong Language Expert for a remote evaluation track to review prompts and responses against AuraOne's quality rubric. Reviewers compare paired outputs, label edge cases, and provide structured feedback for retraining.

You will evaluate model outputs, label issues, and maintain calibration against gold standards. The role is contractor, remote, US-eligible, with hourly compensation after interview.

Qualifications

• Prior evaluation, annotation, or human-rater experience in Hmong language evaluation.
• Ability to apply 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 ability to flag when a prompt itself is the problem.
• Reliable async availability for at least 10 hours per week.

Responsibilities

• Evaluate Hmong language evaluation model outputs against a versioned rubric and assign severity tags.
• 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

Hmong Language evaluation

Education

Linguistics background

Job description

AuraOne, Inc. is seeking a Hmong Language Expert for a remote evaluation track to review prompts and responses against AuraOne's quality rubric. Reviewers compare paired outputs, label edge cases, and provide structured feedback for retraining.

You will evaluate model outputs, label issues, and maintain calibration against gold standards. The role is contractor, remote, US-eligible, with hourly compensation after interview.