Sze King Wong

Key Skills

Software

Remotasks

Surge AI

Scale AI

Other

Top Subject Matter

No subject matter listed

Top Data Types

Audio

Image

Text

Top Task Types

Audio Recording

Classification

Evaluation Rating

Prompt Response Writing SFT

RLHF

Freelancer Overview

I have extensive hands-on experience in data labeling and AI training—particularly in LLM evaluation, rubric creation, and fine-grained prompt/response analysis. My work spans multiple platforms, including DataAnnotation, Outlier where I handle complex tasks such as multi-turn conversation assessment, instruction-following checks, localization reviews, truthfulness verification, and safety/guardrail evaluations. A large part of my contribution involves writing atomic, self-contained, and unambiguous rubrics for model judging, as well as diagnosing issues in model reasoning, verbosity, and structural clarity. This experience has given me a strong sense of what distinguishes a merely acceptable model response from a genuinely excellent one. Beyond evaluation, I also work on prompt clarity improvement, scenario design, and edge-case testing to stress-test model behavior. My background in architecture, BIM, and cross-disciplinary documentation gives me an unusual advantage: I can read highly technical content, extract the logical structure, and translate it into precise, human-sounding criteria for RLHF pipelines. I am meticulous, consistent, and comfortable handling large volumes of nuanced judgment calls. Overall, these experiences strengthen my ability to produce reliable, high-quality training data that directly improves model reasoning and user experience.

Labeling Experience

Senior Reviewer / Contributor

Scale AITextClassificationText Generation

Evaluation, RLHF, Rubrics related projects

Evaluation, RLHF, Rubrics related projects

2024

Senior Reviewer

Scale AIImagePrompt Response Writing SFT

Vison SFT related projects

Vison SFT related projects

2025 - 2025

Contributor

OtherImageEvaluation Rating

Create BIM model from the AI generated plans and review the feasibility

Create BIM model from the AI generated plans and review the feasibility

2024 - 2025

Contributor / Reviewer

Surge AITextBounding BoxText Generation

RLHF, prompt writing and review, evaluation of response, text detection and review, audio review

RLHF, prompt writing and review, evaluation of response, text detection and review, audio review

2024 - 2025

Education

Work History