Bengali Transcription Expert

AuraOne; United States; Remote; USD 28,000 - 48,000; Full time

Job summary

AuraOne is seeking a Bengali Transcription Expert for remote evaluation of Bengali prompts and responses. You will review model outputs against a quality rubric, label issues, and provide structured feedback to help retrain the model.

Applicants should demonstrate experience in Bengali generalist evaluation, strong written reasoning, and reliable weekly availability for remote contractor work. Compensation is hourly and discussed after interview.

Qualifications

• Experience evaluating Bengali generalist outputs using rubrics.
• Ability to apply rubrics consistently across long batches.
• Clear written reasoning citing rubric clauses.

Responsibilities

• Evaluate Bengali generalist 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.
• Calibrate reviewer quality against gold-standard examples weekly.
• Document recurring failure modes for future training.

Skills

Model output evaluation

Rubric-based annotation

Severity tagging

Inter-rater calibration

Bengali generalist evaluation

Job description

Category: Frontier Model Evaluation · Pay: Hourly rate confirmed after the interview process · Location: Remote — US-eligible · Contractor

Bengali Transcription Expert is a remote evaluation track for reviewing bengali generalist 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 bengali generalist evaluation outputs into auditable labels, rationales, and regression cases for AuraOne Human Data.

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.

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.
• 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 bengali generalist 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
• Bengali generalist evaluation

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.