Diagram Reasoning Model Evaluator

AuraOne, Inc.; United States; Remote; USD 28,000 - 41,000; Part time

Job summary

AuraOne, Inc. is seeking a Diagram Reasoning Model Evaluator for its remote evaluation track. You will review prompts and outputs, apply the quality rubric, label edge cases, and provide structured feedback that can retrain the model.

You will compare paired responses, assign severity tags, and document recurring failures. Strong written reasoning and attention to detail are essential. This CONTRACTOR role offers remote work within the US and requires about 10 hours per week.

Qualifications

• Prior evaluation, annotation, or human-rater experience on diagram 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 is the problem.
• Reliable async availability for at least 10 hours per week.

Responsibilities

• Evaluate diagram reasoning model evaluation outputs against a versioned rubric and assign severity tags.
• Compare paired responses and select the stronger answer with rationale.
• Label hallucinations, instruction-following failures, and unsafe content with structured tags.
• Capture ambiguous prompts and route them for rubric updates.
• Maintain reviewer-quality scores by calibrating against gold-standard examples weekly.
• Document recurring failure modes to guide next training runs.

Skills

Model output evaluation

Rubric-based annotation

Severity tagging

Inter-rater calibration

Diagram reasoning

Multimodal evaluation

Cross-modal reasoning

Grounding review

Reasoning

Job description

Diagram Reasoning Model Evaluator is a remote evaluation track for reviewing diagram reasoning model 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 diagram reasoning model evaluation outputs into auditable labels, rationales, and regression cases for AuraOne Human Data.

Responsibilities

• Evaluate diagram reasoning model evaluation model outputs against a versioned rubric and assign severity tags for Diagram 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.

Qualifications

• Prior evaluation, annotation, or human-rater experience on diagram reasoning model evaluation or adjacent content for Diagram Reasoning Model Evaluator 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 diagram reasoning model 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
• Diagram Reasoning Model evaluation
• Multimodal evaluation
• Cross-modal reasoning
• Grounding reviewDiagram
• Reasoning

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.

Prior evaluation, annotation, or human-rater experience on diagram reasoning model evaluation or adjacent content for Diagram Reasoning Model Evaluator 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.