AI annotation & RLHF guides.
Arabic Data Annotation: Dialects, Guidelines and QA
Plan Arabic data annotation with clear dialect coverage, text-handling rules, reviewer requirements and quality checks before committing to full production.
RLHF Data: Annotation, Preference Ranking and Evaluation
Understand the human-data tasks behind RLHF, how preference ranking differs from evaluation, and what to include in a reviewer brief and pilot.