Table Image Reasoning Model Evaluator

AuraOne, Inc.; United States; Remoto; USD 28.000 - 41.000; Tempo pieno

Vantaggi offerti da questo lavoro

Remote work (US-eligible)

Contractor employment

Flexible hours

Descrizione del lavoro

AuraOne, Inc. is seeking a remote Table Image Reasoning Model Evaluator to review prompts and responses against our quality rubric. You will compare paired outputs, label edge cases, and provide structured feedback to retrain the model.

Responsibilities include evaluating rubric adherence, tagging issues, and calibrating reviewer scores weekly to maintain high-quality data. This is a contractor role with US-eligibility for remote work.

Competenze

• Prior evaluation, annotation, or human-rater experience on table image reasoning model 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.

Mansioni

• Evaluate table image reasoning model evaluation outputs against a versioned rubric and assign severity tags.
• Compare paired responses and write a rationale for the stronger answer.
• 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 retraining.

Conoscenze

Table image eval

Rubric annotation

Inter-rater calibration

Attention to detail

Written reasoning

Descrizione del lavoro

Table Image Reasoning Model Evaluator is a remote evaluation track for reviewing table image reasoning model 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 table image reasoning model evaluation outputs into auditable labels, rationales, and regression cases for AuraOne Human Data.

Responsibilities

• Evaluate table image reasoning model evaluation model outputs against a versioned rubric and assign severity tags for Table Image Reasoning Model 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.
• 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 table image reasoning model evaluation or adjacent content for Table Image Reasoning Model 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.

Example tasks

• Compare two table image reasoning model 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
• Table Image Reasoning Model evaluation
• Multimodal evaluation
• Cross-modal reasoningGrounding review
• Table
• Image
• Reasoning

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.