Remote Visual Grounding Evaluation Specialist

AuraOne; United States; On-site; USD 34,440 - 55,104; Part time

Job summary

AuraOne is seeking a remote Visual Grounding Failure Analyst contractor to review model outputs, apply a structured rubric, and provide rationales and tags for failures. You will compare responses, label unsafe content, and help draft improvements for the next training cycle.

The role emphasizes careful annotation, documenting edge cases, and calibrating against gold standards, with US-eligible remote work and contractor terms.

Qualifications

• Prior evaluation, annotation, or human-rater experience on visual grounding failure analyst 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 visual grounding failure analyst evaluation model outputs against a versioned rubric and assign severity tags for Visual Grounding Failure Analyst 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

Visual Grounding Failure Analyst eval

Computer vision

Spatial reasoning

Video QA

Visual

Grounding

Job description

AuraOne is seeking a remote Visual Grounding Failure Analyst contractor to review model outputs, apply a structured rubric, and provide rationales and tags for failures. You will compare responses, label unsafe content, and help draft improvements for the next training cycle.

The role emphasizes careful annotation, documenting edge cases, and calibrating against gold standards, with US-eligible remote work and contractor terms.