Shuka Z.

Key Skills

Software

OneForma

Other

Top Subject Matter

AI language model evaluation

Rlhf Domain Expertise

technology and web development content

Top Data Types

Text

Document

Top Task Types

RLHF

Freelancer Overview

AI Data Evaluator & Annotator (Freelance/Contract) - OneForma & Outlier. Brings 3+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include OneForma and Other. Education includes Certificate Programme, TIIDELab Fellowship (2024) and Artificial Intelligence and Technology Programme, Generative AI Academy (GAIA) (2024). AI-training focus includes data types such as Text and labeling workflows including Evaluation, Rating, and RLHF.

Labeling Experience

AI Data Evaluator & Annotator - Outlier (RLHF support)

OtherTextRLHF

You supported RLHF workflows by reviewing model responses and providing ratings and refinements to guide safer and more helpful outputs. You applied domain knowledge in writing and technology to produce high-quality annotations. You ensured labeled outputs met platform standards for accuracy and consistency. • Provided ratings for model outputs as part of RLHF • Refined responses through structured annotation • Applied domain knowledge for higher-quality labeling • Met platform productivity and quality expectations

2025 - Present

AI Data Evaluator & Annotator (Freelance/Contract) - OneForma & Outlier

OneFormaText

You evaluated and annotated AI-generated text, code, and conversational responses to improve model accuracy, safety, and reliability. You performed data labeling, ranking, and quality review as part of multiple AI evaluation projects. You contributed to RLHF by rating and refining model outputs based on human feedback guidelines. • Annotated and evaluated AI-generated text, code, and conversational data • Performed labeling, ranking, and quality review tasks • Rated and refined model outputs for RLHF workflows • Maintained accuracy/consistency while meeting productivity benchmarks

2025 - Present

Education

Work History