Remote Hindi Evaluation Specialist & Rubric Annotator

AuraOne, Inc.

United States

Remote

USD 34,000 - 49,000

Part time

14 days+

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Benefits offered by this job

Remote work
Contractor role

Job summary

AuraOne, Inc. is seeking a remote contractor to serve as a Hindi Linguistic Expert reviewer. You will compare Hindi evaluation model outputs against a structured rubric, assign severity tags, and write rationales to support retraining and audits.

Responsibilities include labeling unsafe content, spotting edge cases, and documenting recurring failure modes for product improvement. This role demands strong attention to detail and reliable weekly availability.

Qualifications

  • Prior evaluation, annotation, or human-rater experience on hindi generalist evaluation or adjacent content for Hindi Linguistic Experts 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.

Responsibilities

  • Evaluate hindi generalist evaluation model outputs against a versioned rubric and assign severity tags for Hindi Linguistic Experts 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.

Skills

Model output evaluation
Rubric-based annotation
Severity tagging
Inter-rater calibration
Hindi generalist evaluation

Job description

AuraOne, Inc. is seeking a remote contractor to serve as a Hindi Linguistic Expert reviewer. You will compare Hindi evaluation model outputs against a structured rubric, assign severity tags, and write rationales to support retraining and audits.

Responsibilities include labeling unsafe content, spotting edge cases, and documenting recurring failure modes for product improvement. This role demands strong attention to detail and reliable weekly availability.

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