Visual Question Answering Dataset QA Specialist

AuraOne; United States; Remote; USD 55,104 - 110,208; Part time

Job summary

AuraOne seeks a remote QA Specialist to review visual question answering prompts and model outputs against a quality rubric, labeling edge cases and providing structured feedback. This contractor role supports the evaluation of outputs for auditable labels, rationales, and regression cases for AuraOne Human Data.

The position involves comparing responses, tagging issues, and documenting recurring failures to guide retraining efforts.

Qualifications

• Prior evaluation, annotation, or human-rater experience on VQA datasets.
• Ability to apply multi-page rubrics consistently across long batches.
• Clear written reasoning naming the issue and rubric clause.
• Strong attention to detail and ability to flag prompt problems.
• Reliable async availability for at least 10 hours per week.

Responsibilities

• Evaluate 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.
• Capture ambiguous prompts and route to rubric updates.
• Maintain reviewer-quality scores by calibrating against gold-standard examples.
• Document recurring failure modes for model retraining.

Skills

Model eval

Rubric annotation

Severity tagging

Inter-rater calibration

VQA evaluation

Multimodal eval

Cross-modal reasoning

Grounding review

Visual

Question

Answering

Job description

Visual Question Answering Dataset QA Specialist is a remote evaluation track for reviewing visual question answering dataset qa 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 visual question answering dataset qa evaluation outputs into auditable labels, rationales, and regression cases for AuraOne Human Data.

Responsibilities

• Evaluate visual question answering dataset qa evaluation model outputs against a versioned rubric and assign severity tags for Visual Question Answering Dataset QA Specialist 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 visual question answering dataset qa evaluation or adjacent content for Visual Question Answering Dataset QA Specialist 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 visual question answering dataset qa 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
• Visual Question Answering Dataset QA evaluation
• Multimodal evaluation
• Cross-modal reasoning
• Grounding review
• Visual
• Question
• Answering

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.

Application process

Apply through AuraOne's specialist intake for role-specific routing and review. Final project scope, schedule, and contractor terms are confirmed before placement.