Swift Evaluator

AI Trainer Jobs; United States; Remote; USD 28,000 - 55,000; Part time

Job summary

AI Trainer Jobs seeks remote Swift Evaluators to review swift evaluation prompts and responses against AuraOne's quality rubric. You will compare paired outputs, label edge cases, and write structured feedback for retraining to improve model quality.

This remote contractor role is US-eligible with a pay range of $20–$40 per hour. You should have prior evaluation or annotation experience, strong attention to detail, clear written reasoning, and the ability to apply rubrics consistently across

Qualifications

• Prior evaluation, annotation, or human-rater experience on swift evaluation or adjacent content.
• 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 the ability to flag when a prompt itself is the problem.

Responsibilities

• Evaluate swift evaluation model outputs against a versioned rubric and assign severity tags for Swift 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.

Skills

Model evaluation

Rubric-based annotation

Severity tagging

Inter-rater calibration

Swift evaluation

LeetCode

Job description

Swift Evaluator is a remote evaluation track for reviewing swift 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.

Category: Frontier Model Evaluation · Pay: $20-$40 / hr · Location: Remote - US-eligible · Contractor

Swift Evaluator is a remote evaluation track for reviewing swift evaluation prompts and responses against AuraOne's quality rubric.

Role details

About the role

Swift Evaluator is a remote evaluation track for reviewing swift 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.
AI data reviewers help turn swift evaluation outputs into auditable labels, rationales, and regression cases for AuraOne Human Data.
Review frontier model outputs. Judge benchmark failures and calibrate other evaluators.

Responsibilities

• Evaluate swift evaluation model outputs against a versioned rubric and assign severity tags for Swift 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.

What you should bring

• Prior evaluation, annotation, or human-rater experience on swift evaluation or adjacent content for Swift 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.

Role signals

Example tasks

• Compare two swift 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.

Useful experience

• 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.

Compensation and schedule

$20-$40 / hr
Expected arrangement: contractor , with program-defined task volume and review pacing. Placement depends on current program demand and reviewer confirmation.

Skills used in matching

• Model output evaluation
• Rubric-based annotation
• Severity tagging
• Inter-rater calibration
• Swift evaluation
• LeetCode
• Swift