Han Ho

Key Skills

Software

Other

Appen

CrowdSource

Mercor

Lionbridge

Mindrift

OneForma

Scale AI

Top Subject Matter

Large Language Models (LLMs)

RLHF

AI model

Top Data Types

Text

Audio

Document

Top Task Types

RLHF

Transcription

Text Generation

Text Summarization

Evaluation Rating

Prompt Response Writing SFT

Question Answering

Classification

Freelancer Overview

With over 3 years of hands-on experience in AI Quality Assurance and Data Annotation, my expertise lies in refining complex Large Language Models (LLMs) through rigorous evaluation methodologies. During my tenure as an AI Trainer at Highbrow Technology Inc., I spearheaded the development of structural evaluation rubrics and managed a team of 40+ annotators. I specialized in executing advanced Reinforcement Learning from Human Feedback (RLHF) tasks and deep-dive Side-by-Side (SxS) comparisons, ensuring the generation of high-fidelity data that strictly adhered to nuanced project guidelines. What sets me apart is my ability to perform expert-level cross-reviews across multi-modal datasets within high-volume, dynamic environments. Recently, on a large-scale multilingual project with RWS via the Multimango platform, I audited the outputs of an independent global rater network, performing critical linguistic judgments, transcription verification, and complex prompt evaluations. My proven capacity to maintain peak accuracy, coupled with a deep understanding of system confidence metrics and user intent, enables me to consistently deliver gold-standard training data that directly elevates AI model performance.

Labeling Experience

Education

Work History