
Mathew Ni
@mathewni
I evaluate AI training data and improve LLM quality through RLHF.
What I'm looking for
I've evaluated and annotated complex datasets for generative AI models through self-employed remote work and Outlier AI, supporting quality, accuracy, and safety across ChatGPT, Gemini, and Copilot.
I perform prompt testing, comparative response evaluation, edge-case classification, error analysis, and RLHF tasks including rating generations, writing reference answers, and correcting hallucinations. I maintain high accuracy while meeting high-volume daily quotas independently.
I also create multi-chapter Kindle content and SEO-driven YouTube content using AI video, voice, and audio tools, Suno AI, and Adobe Creative Suite. I provide remote technical guidance for software setup, plugin integration, and GitHub repository installations.
Experience
Work history, roles, and key accomplishments
AI Data Specialist & Content Creator
Self-Employed
Sep 2017 - Present (9 years)
Evaluated and annotated complex datasets for generative AI models, ensuring high adherence to project guidelines and quality benchmarks. Performed prompt testing, comparative response evaluation, and edge-case classification to improve LLM outputs.
Education
Degrees, certifications, and relevant coursework
York University
Digital Media
2023 - 2025
Completed four semesters of Digital Media studies at York University from 2023 to 2025.
Stamford Collegiate
High School Diploma
Graduated from Stamford Collegiate with a high school diploma in 2023.
Availability
Location
Authorized to work in
Salary expectations
Skills
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