Remote Geometry Reasoning Model Evaluator & Rubric Auditor

AuraOne; United States; On-site; USD 34,440 - 48,216; Full time

Job summary

AuraOne is seeking a Geometry Reasoning Model Evaluator to remotely review geometry reasoning prompts and responses against AuraOne's quality rubric. You will compare outputs, label edge cases, and write structured feedback for retraining.

This contractor role requires strong attention to detail, ability to apply rubrics consistently, and at least 10 hours per week async. You must be authorized to work in the US.

Qualifications

• Prior evaluation, annotation, or human-rater experience on geometry reasoning model 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 geometry reasoning model evaluation model outputs against a versioned rubric and assign severity tags for Geometry Reasoning Model Evaluator 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

Geometry Reasoning

Reasoning

Proof review

Quantitative analysis

Geometry

Job description

AuraOne is seeking a Geometry Reasoning Model Evaluator to remotely review geometry reasoning prompts and responses against AuraOne's quality rubric. You will compare outputs, label edge cases, and write structured feedback for retraining.

This contractor role requires strong attention to detail, ability to apply rubrics consistently, and at least 10 hours per week async. You must be authorized to work in the US.