Hallucination Failure Failure Analysis Reviewer

AuraOne, Inc.; United States; Remote; USD 34,000 - 55,000; Full time

Job summary

AuraOne, Inc. seeks a Hallucination Failure Analysis Reviewer to remotely assess model outputs against AuraOne's quality rubric. You will compare paired responses, label edge cases, and draft structured feedback to retrain the modeling team.

As an independent contractor, you will apply rubrics across long batches with high attention to detail and clear reasoning, supporting ongoing calibration and rubric updates. Hourly rate is set after interview.

Qualifications

• Prior evaluation, annotation, or human-rater experience in hallucination analysis or related content.
• Ability to apply multi-page rubrics consistently across long batches.
• Clear written reasoning that names the issue and rubric clause used.

Responsibilities

• Evaluate model outputs against a rubric and assign severity tags.
• Compare paired responses and select the stronger answer with rationale.
• Label hallucinations, instruction-following failures, and unsafe content with tags.
• Capture ambiguous prompts and route to the program team for rubric updates.
• Calibrate reviewer quality against gold-standard examples weekly.
• Document recurring failure modes for the next training run.

Skills

Model evaluation

Rubric annotation

Severity tagging

Inter-rater calibration

Hallucination analysis

Job description

Hallucination Failure Failure Analysis Reviewer is a remote evaluation track for reviewing hallucination failure failure analysis 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 hallucination failure failure analysis evaluation outputs into auditable labels, rationales, and regression cases for AuraOne Human Data.

Responsibilities

• Evaluate hallucination failure failure analysis evaluation model outputs against a versioned rubric and assign severity tags for Hallucination Failure Failure Analysis Reviewer 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 hallucination failure failure analysis evaluation or adjacent content for Hallucination Failure Failure Analysis Reviewer 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 hallucination failure failure analysis 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
  • Hallucination Failure Failure Analysis evaluation
  • Frontier evaluation
  • Rubric calibration
  • Failure analysis
  • Hallucination
  • Failure

  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.

  Prior evaluation, annotation, or human-rater experience on hallucination failure failure analysis evaluation or adjacent content for Hallucination Failure Failure Analysis Reviewer 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.