Remote HRI Evaluator: Quality Metrics & Rubric Calibration

AI Trainer Jobs; United States; Remote; USD 34,000 - 55,000; Part time

Job summary

AI Trainer Jobs is seeking a Remote Human-Robot Interaction Evaluator to review prompts and model outputs against a versioned rubric. You will label edge cases, write structured feedback, and help retrain the modeling team.

You will compare paired responses, assign severity tags, and calibrate scores against gold standards. Reliable async availability for at least 10 hours per week is expected, with compensation as an hourly contractor.

Qualifications

• Prior evaluation, annotation, or human-rater experience on human robot interaction evaluation or adjacent content.
• Ability to apply multi-page rubrics consistently across long batches.
• Clear written reasoning that names the issue and rubric clause applied.
• Strong attention to detail and ability to flag when a prompt is the problem.
• Reliable async availability for at least 10 hours per week.

Responsibilities

• Evaluate human-robot interaction 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.
• Calibrate reviewer-quality scores against gold-standard examples weekly.

Skills

Attention to detail

Clear written reasoning

Reliable async availability

Tools

Rubric-based annotation tools

Job description

AI Trainer Jobs is seeking a Remote Human-Robot Interaction Evaluator to review prompts and model outputs against a versioned rubric. You will label edge cases, write structured feedback, and help retrain the modeling team.

You will compare paired responses, assign severity tags, and calibrate scores against gold standards. Reliable async availability for at least 10 hours per week is expected, with compensation as an hourly contractor.