Yhee Z.

Key Skills

Software

No software listed

Top Subject Matter

Artificial intelligence

content writing

Top Data Types

Image

Video

Text

Top Task Types

Polygon

Text Generation

Question Answering

Text Summarization

Transcription

Freelancer Overview

Here's your answer — copy and paste this in: --- I have hands-on experience evaluating and annotating AI-generated content across text, audio, and video formats. This includes reviewing LLM outputs for accuracy, coherence, and policy compliance, performing preference ranking between model responses, and flagging hallucinations or unsafe content. I've worked with structured annotation rubrics and applied them consistently across large volumes of content, including 30+ AI-generated scripts reviewed and quality-checked as part of an independent production project. On the transcription side, I've worked with platforms like Scribie and GoTranscript, handling verbatim and clean-read audio tasks across varied audio conditions. I also have practical experience with AI automation workflows — including prompt engineering and testing model outputs across multiple LLM platforms — which gives me a strong foundation for understanding what quality AI training data looks like from both the builder and reviewer

Education

Work History