Hindi Linguistic Expert — AI Language Evaluation

AuraOne, Inc.; United States; Remoto; USD 34.000 - 49.000; Tempo pieno

Descrizione del lavoro

AuraOne, Inc. is seeking a Hindi Linguistic Expert for the AI Language Evaluation track. This remote contractor role involves reviewing Hindi prompts and model outputs, applying a structured rubric, tagging edge cases, and documenting failure modes for retraining.

Responsibilities include comparing responses, labeling inaccuracies, and providing rationales to guide model improvements. Requires strong attention to detail and availability for at least 10 hours per week.

Competenze

• Experience in evaluating Hindi generalist evaluation or related content.
• Ability to apply multi-page rubrics consistently across long batches.
• Clear written reasoning that points to the issue and rubric clause.
• High attention to detail and ability to flag prompt problems.
• Reliable async availability for at least 10 hours per week.

Mansioni

• Evaluate Hindi generalist evaluation model outputs against a versioned rubric and assign severity tags.
• Compare paired responses and select 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.
• Calibrate reviewer-quality scores against gold-standard examples weekly.
• Document recurring failure modes for future training.

Conoscenze

Model output evaluation

Rubric-based annotation

Severity tagging

Inter-rater calibration

Hindi generalist evaluation

Descrizione del lavoro

Hindi Linguistic Expert — AI Language Evaluation is a remote evaluation track for reviewing hindi 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 hindi generalist evaluation outputs into auditable labels, rationales, and regression cases for AuraOne Human Data.

Responsibilities

• Evaluate hindi generalist evaluation model outputs against a versioned rubric and assign severity tags for Hindi Linguistic Expert — AI Language Evaluation 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 hindi generalist evaluation or adjacent content for Hindi Linguistic Expert — AI Language Evaluation 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 hindi 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
• Hindi generalist evaluation

Work model

Remote — US-eligible. Remote · Independent specialist contractor. Employment type: CONTRACTOR. Applicants must be authorized to work from US.

Compensation

$30 / hr

Prior evaluation, annotation, or human-rater experience on hindi generalist evaluation or adjacent content for Hindi Linguistic Expert — AI Language Evaluation 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.