Remote Pairwise Preference Quality Reviewer

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

Job summary

AuraOne, Inc. is seeking a remote Data Reviewer to assess pairwise preference data against our quality rubric. You will compare outputs, label edge cases, and generate structured feedback for retraining the model.

The role requires clear written reasoning, strong attention to detail, and reliable availability for at least 10 hours per week. This is a CONTRACTOR position with remote access for US applicants.

Qualifications

• Prior evaluation, annotation, or human-rater experience on pairwise preference data 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 pairwise preference data 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

Pairwise Preference Preference Data"

Preference ranking

RLHF

Rater calibration

Pairwise

Preference

Job description

AuraOne, Inc. is seeking a remote Data Reviewer to assess pairwise preference data against our quality rubric. You will compare outputs, label edge cases, and generate structured feedback for retraining the model.

The role requires clear written reasoning, strong attention to detail, and reliable availability for at least 10 hours per week. This is a CONTRACTOR position with remote access for US applicants.