Remote Bengali Evaluation & Rubric Specialist

AuraOne, Inc.; United States; Remote; USD 27,552,000 - 55,104,000; Full time

Job summary

AuraOne, Inc. is seeking a remote Bengali Transcription Expert to review model outputs, apply rubrics, and provide structured feedback for retraining. The contractor will compare paired responses, label edge cases, and document failure modes to help improve the evaluation pipeline.

The role requires prior Bengali evaluation experience, strong attention to detail, and reliable weekly availability of at least 10 hours. Compensation is hourly and determined after interview.

Qualifications

• Prior evaluation, annotation, or human-rater experience on bengali generalist evaluation or adjacent content for Bengali Transcription Expert work.
• Comfort applying multi-page rubrics consistently across long batches.
• Clear written reasoning that names the issue and the rubric clause being applied.

Responsibilities

• Evaluate bengali generalist evaluation model outputs against a versioned rubric and assign severity tags for Bengali Transcription Expert 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

Bengali generalist evaluation

Job description

AuraOne, Inc. is seeking a remote Bengali Transcription Expert to review model outputs, apply rubrics, and provide structured feedback for retraining. The contractor will compare paired responses, label edge cases, and document failure modes to help improve the evaluation pipeline.

The role requires prior Bengali evaluation experience, strong attention to detail, and reliable weekly availability of at least 10 hours. Compensation is hourly and determined after interview.