Government Careers
  • Object Detection Evaluator

  • AuraOne
  • New York, New York 10261 United States View Map

Object Detection Evaluator is a remote evaluation track for reviewing object detection 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 mattersAI data reviewers help turn object detection evaluation outputs into auditable labels, rationales, and regression cases for AuraOne Human Data.ResponsibilitiesEvaluate object detection evaluation model outputs against a versioned rubric and assign severity tags for Object Detection 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.QualificationsPrior evaluation, annotation, or human-rater experience on object detection evaluation or adjacent content for Object Detection 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 tasksCompare two object detection 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 haveBackground 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.SkillsModel output evaluationRubric-based annotationSeverity taggingInter-rater calibrationObject Detection evaluationComputer visionSpatial reasoningVideo QAObjectDetectionWork modelRemote — US-eligible. Remote · Independent specialist contractor. Employment type: CONTRACTOR. Applicants must be authorized to work from US.CompensationHourly rate confirmed after the interview process.Prior evaluation, annotation, or human-rater experience on object detection evaluation or adjacent content for Object Detection 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.#J-18808-Ljbffr

Object Detection Evaluator is a remote evaluation track for reviewing object detection 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 mattersAI data reviewers help turn object detection evaluation outputs into auditable labels, rationales, and regression cases for AuraOne Human Data.ResponsibilitiesEvaluate object detection evaluation model outputs against a versioned rubric and assign severity tags for Object Detection 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.QualificationsPrior evaluation, annotation, or human-rater experience on object detection evaluation or adjacent content for Object Detection 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 tasksCompare two object detection 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 haveBackground 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.SkillsModel output evaluationRubric-based annotationSeverity taggingInter-rater calibrationObject Detection evaluationComputer visionSpatial reasoningVideo QAObjectDetectionWork modelRemote — US-eligible. Remote · Independent specialist contractor. Employment type: CONTRACTOR. Applicants must be authorized to work from US.CompensationHourly rate confirmed after the interview process.Prior evaluation, annotation, or human-rater experience on object detection evaluation or adjacent content for Object Detection 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.#J-18808-Ljbffr

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