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CVAT
Label Studio
Video
Image
Text
Classification
Text Generation
Data Collection
Text SummarizationI have experience evaluating and optimizing AI-generated content in real-world business scenarios, particularly in cross-border e-commerce and social media operations targeting Southeast Asian markets. I regularly use and compare multiple large language models, including ChatGPT, Claude, DeepSeek, Gemini, and Codex, for tasks such as product copywriting, TikTok video script generation, customer communication, marketing strategy development, and workflow automation. To assess model performance, I evaluate outputs based on instruction-following, factual accuracy, logical consistency, localization quality, and business effectiveness. In addition, I have experience applying structured evaluation methods to compare model outputs and identify strengths and weaknesses across different AI systems. I perform fact-checking, detect hallucinations, refine prompts through iterative testing, and analyze real-world performance metrics such as engagement rates, video completion rates, click-through rates, and product purchases. I also conduct A/B testing to validate content quality and use business outcomes as feedback for prompt optimization and model selection.
While I have not worked in a dedicated data labeling role, I have extensive experience evaluating AI outputs, comparing model responses, identifying errors and hallucinations, optimizing prompts, and assessing content quality across multiple large language models.
School: University of Auckland Program: Computer Science Status: Incoming Student (Expected Start: 2026)
AI Model Evaluation & E-commerce Content Specialist Chongqing Youxiaoguo E-Commerce Co., Ltd
