Music Production Expert - Bengali

AuraOne; United States; On-site; USD 15,000 - 26,000; Part time

Benefits offered by this job

Remote work

Contractor role

Job summary

AI Trainer Jobs is seeking a Music Production Expert - Bengali for a remote evaluation track to review Bengali prompts and responses against AuraOne's rubric. Reviewers compare paired outputs, label edge cases, and provide structured feedback for retraining the model.

You will judge frontier model outputs, label edge cases, and calibrate scores weekly. This contractor role offers flexible hours and remote work with pay between $11 and $19 per hour, depending on program demand and reviewer

Qualifications

• Prior evaluation/annotation experience on Bengali content.
• Clear written reasoning that names the issue and rubric clause.
• Strong attention to detail and flag prompts when needed.
• Reliable async availability for at least 10 hours per week.

Responsibilities

• Evaluate Bengali outputs against rubrics and assign severity tags.
• Compare paired responses and select stronger answer with rationale.
• Label unsafe content with policy categories and severity.
• Route ambiguous prompts to program team for rubric updates.
• Calibrate reviewer-quality scores weekly against gold-standard examples.

Skills

Evaluation experience

Annotation

Written reasoning

Attention to detail

Async availability

Bengali evaluation

Job description

About the role

Music Production Expert - Bengali 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.
AI data reviewers help turn bengali generalist evaluation outputs into auditable labels, rationales, and regression cases for AuraOne Human Data.
Review frontier model outputs. Judge benchmark failures and calibrate other evaluators.

Responsibilities

• Evaluate bengali generalist evaluation model outputs against a versioned rubric and assign severity tags for Music Production Expert - Bengali 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.
  Track Evaluation & annotation Work model Remote · Independent specialist contractor Compensation $11–$19 / hr Eligible from US

What you should bring

• Prior evaluation, annotation, or human-rater experience on bengali generalist evaluation or adjacent content for Music Production Expert - Bengali 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.

Role signals

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.

Useful experience

• 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.

Compensation and schedule

$11–$19 / hr
Expected arrangement: contractor , with program-defined task volume and review pacing. Placement depends on current program demand and reviewer confirmation.

Skills used in matching

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

Application boundary

Creating a specialist profile records your experience and preferences. Starting role intake is a separate action that attaches this role to your candidate record.

Specialist intake

The intake preserves your chosen role, the visible terms, and source attribution for reviewer context.

• 01 Confirm profile and eligibility details.
• 02 Attach this role deliberately.
• 03 Receive a human review decision or follow-up.
  Placement timing depends on program demand and reviewer confirmation.