Zishuo W.

Key Skills

Software

Other

Top Subject Matter

AI/LLM Simulation Reliability

Top Data Types

Text

Image

Top Task Types

Computer Programming/Coding

Object Detection

Classification

Freelancer Overview

Research Assistant – LLM Simulation Evaluation and Optimization. Brings 2+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other. Education includes Bachelor of Science, Georgia Institute of Technology (2027) and Bachelor of Science, Purdue University (2024). AI-training focus includes data types such as Text and labeling workflows including Evaluation and Rating.

Labeling Experience

Research Assistant – LLM Simulation Evaluation and Optimization

OtherText

As a Research Assistant, I designed and executed over 300 multi-agent LLM simulations to analyze language model (LLM) behavior under deceptive and adversarial prompting conditions. My work involved closely analyzing structured log outputs to identify hallucination patterns and rule violations. I tuned model parameters and optimized prompt engineering strategies to improve reliability and model performance. • Evaluated LLM outputs for hallucinations and rule adherence • Designed controlled experiments to assess prompt effectiveness • Iteratively adjusted temperature and sampling parameters • Documented findings and contributed to improved model reliability.

2025 - 2025

Education

Work History