Estonian Language Expert

AI Trainer Jobs; United States; Remote; USD 34,000 - 69,000; Full time

Job summary

AI Trainer Jobs is seeking an Estonian Language Expert for a remote evaluation track. You will review prompts and responses against AuraOne's rubric, compare outputs, label edge cases, and provide structured feedback to retrain models.

This is a contractor role, remote, with hourly pay confirmed after interview. You will work independently, approx 10+ hours per week, with flexible scheduling and strict attention to rubric application.

Qualifications

• Experience evaluating Estonian language prompts and outputs.
• Ability to apply multi-page rubrics consistently.
• Strong written reasoning naming issues and rubric clauses.
• Detail-oriented with ability to flag problematic prompts.
• Available for at least 10 hours per week asynchronously.

Responsibilities

• Evaluate Estonian model outputs against a versioned rubric and apply severity tags.
• Compare paired responses and select the stronger answer with a rationale.
• Label hallucinations, instruction-following failures, and unsafe content with tags.
• Capture ambiguous prompts and route to the rubric team for updates.
• Maintain reviewer quality scores by calibration against gold-standard examples.

Skills

Estonian language evaluation

Annotation experience

Rubric-based evaluation

Attention to detail

Async availability

Job description

Estonian Language Expert is a remote evaluation track for reviewing estonian language 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.

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

Estonian Language Expert is a remote evaluation track for reviewing estonian language evaluation prompts and responses against AuraOne's quality rubric.

Role details

About the role

Estonian Language Expert is a remote evaluation track for reviewing estonian language 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 estonian language 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 estonian language evaluation model outputs against a versioned rubric and assign severity tags for Estonian Language 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.Track Evaluation & annotation Work model Remote · Independent specialist contractor Compensation Hourly rate confirmed after the interview process. Eligible from US

What you should bring

• Prior evaluation, annotation, or human-rater experience on estonian language evaluation or adjacent content for Estonian Language 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.

Role signals

Example tasks

• Compare two estonian language 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

Hourly rate confirmed after the interview process.
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
• Estonian Language evaluation