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Margaret Liu

Margaret Liu

Patent Agent - Biotechnology and Chemistry

USA flagDavis, Usa
$50.00/hrEntry LevelDon T Disclose

Key Skills

Software

Don't disclose

Top Subject Matter

No subject matter listed

Top Data Types

TextText

Top Task Types

Prompt Response Writing SFT
Red Teaming
Fine Tuning

Freelancer Overview

I have hands-on experience contributing to AI training data across text annotation, supervised fine-tuning (SFT), and red teaming. My work includes designing prompts that meet strict criteria, writing high-quality reference responses, refining pre-generated rubric items, and systematically evaluating model outputs for accuracy, safety, and guideline adherence. I have also performed red teaming by creating adversarial and edge-case scenarios to identify failure modes, unsafe behaviors, and boundary violations, documenting findings to support model improvement and risk mitigation. What distinguishes me is a strong domain-informed, detail-oriented approach shaped by advanced scientific training. I am skilled at interpreting complex guidelines, resolving ambiguous cases, and maintaining consistency across large annotation efforts.

Entry LevelEnglishJapaneseChinese Mandarin

Labeling Experience

Annotator

Don T DiscloseTextPrompt Response Writing SFT
Creating prompts that fits a specific criteria, writing a sample response and evaluating the response of current models.

Creating prompts that fits a specific criteria, writing a sample response and evaluating the response of current models.

2025 - 2025

Annotator

Don T DiscloseTextFine Tuning
Using domain knowledge to fine-tune pre-generated rubric items.

Using domain knowledge to fine-tune pre-generated rubric items.

2025 - 2025

Red teaming

Don T DiscloseTextRed Teaming
Using domain knowledge for red teaming an existing LLM.

Using domain knowledge for red teaming an existing LLM.

2025 - 2025

Education

U

University of California-Davis

Doctor of Philosophy, Horticulture and Agronomy

Doctor of Philosophy
2019 - 2025
N

National Taiwan University

Bachelor of Science, Chemistry

Bachelor of Science
2015 - 2019

Work History

U

UC Davis

Graduate Researcher

Davis
2019 - 2025