Fact-Check Workflow Task Evaluator

AuraOne Human Data; Deutschland; Remote; EUR 28.000 - 55.000; Vollzeit

Zusammenfassung

AuraOne Human Data is seeking a remote Fact-Check Workflow Task Evaluator to review and label model outputs against our quality rubric. You will compare paired responses, annotate edge cases, and provide structured feedback to retrain the model.

The role emphasizes clear reasoning, meticulous attention to detail, and reliable part-time async availability. Compensation is discussed after interviews for a contractor role.

Qualifikationen

• Prior evaluation, annotation, or human-rater experience on fact check workflow evaluation or adjacent content for Fact-Check Workflow Task Evaluator work.
• Clear written reasoning that names the issue and the rubric clause being applied.
• Reliable async availability for at least 10 hours per week.

Aufgaben

• Evaluate fact check workflow task evaluation model outputs against a versioned rubric and assign severity tags for Fact-Check Workflow Task 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.

Kenntnisse

Model output evaluation

Rubric-based annotation

Severity tagging

Inter-rater calibration

Fact Check Workflow Task evaluation

Web research

Source grounding

Browser automation

Fact

Check

Workflow

Ausbildung

Experience in fact-check evaluation

Jobbeschreibung

Fact-Check Workflow Task Evaluator is a remote evaluation track for reviewing fact check workflow task 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 fact check workflow task evaluation outputs into auditable labels, rationales, and regression cases for AuraOne Human Data.

Responsibilities

• Evaluate fact check workflow task evaluation model outputs against a versioned rubric and assign severity tags for Fact-Check Workflow Task 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 fact check workflow task evaluation or adjacent content for Fact-Check Workflow Task 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 fact check workflow task 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
• Fact Check Workflow Task evaluation
• Web research
• Source grounding
• Browser automation
• Fact
• Check
• Workflow

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.