Frontier Tool-Use Reasoning Evaluation Specialist

AI Trainer Jobs; United States; Remote; USD 83,000 - 124,000; Full time

Job summary

AuraOne is seeking a remote Tool-Use Reasoning Model Evaluation Specialist contractor to review prompts and responses against a quality rubric. Your role includes evaluating model outputs, labeling issues, and providing structured feedback for retraining the modeling team.

Responsibilities include comparing paired responses, tagging edge cases, and documenting rationales. Strong multi-page rubric application and clear written reasoning are essential for success in this remote program.

Qualifications

• Prior evaluation, annotation, or human-rater experience on tool use reasoning model evaluation or adjacent content for Tool-Use Reasoning Model Evaluation Specialist work.
• Ability to apply multi-page rubrics consistently across long batches.
• Clear written reasoning that names the issue and the rubric clause being applied.

Responsibilities

• Evaluate tool use 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 back to the program team for rubric updates.

Skills

Inter-rater calibration

Rubric-based annotation

Tool use reasoning

Evaluation outputs

Tools

Rubrics

Content moderation tools

Job description

AuraOne is seeking a remote Tool-Use Reasoning Model Evaluation Specialist contractor to review prompts and responses against a quality rubric. Your role includes evaluating model outputs, labeling issues, and providing structured feedback for retraining the modeling team.

Responsibilities include comparing paired responses, tagging edge cases, and documenting rationales. Strong multi-page rubric application and clear written reasoning are essential for success in this remote program.