Gina Kelly
Expert Contributor @Snorkel AI
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WORK HISTORY
Expert Contributor @Snorkel AI
Snorkel’s data annotation projects advance cutting-edge AI research in reasoning, evaluation,and problem-solving—improving the utility of large language models (LLMs) in academia,industry, and beyond.As an Expert Contributor, I authored and validated original, high-difficulty problems, applyingsubject matter expertise to develop graduate-level exam-style questions, assess AI-generatedresponses, identify reasoning flaws, and refine model outputs. My contributions helped builddatasets used to fine-tune, benchmark, and improve LLMs’ ability to produce rigorous, verifiablesolutions.Expert Contributions- Authored and validated original, graduate-level problems to test and enhance LLMfluency and reasoning capabilities- Contributed to a proprietary dataset of high-rigor challenges used in AI fine-tuning,benchmarking, and reinforcement learning.Core Competencies & AI-Related Skills- AI Model Evaluation & Theoretical Reasoning Validation- Logical Error Detection & Self-Correction Mechanisms in AI- Data Annotation- LLM Prompt Engineering for Reasoning and/or graduate-level Knowledge TasksImpact:Advanced AI’s depth of knowledge and ability to reason, validate its own solutions, andproduce rigorous justifications and academically acceptable solutions, directly improvinginterpretability and correctness in LLM-based problem solving.Uncovered failure modes in deductive logic, computation, and mathematical reasoning.Contributed to the evolution of AI\'s mathematical cognition, influencing model fine-tuningstrategies and shaping the next generation of AI reasoning benchmarks.
EDUCATION
California Institute of the Arts
Bachelor of Fine Arts - BFA, Animation
Ecole Nationale Supérieure des Arts Decoratifs
BFA, Fine and Studio Arts/Animation
California Institute of the Arts
Master of Fine Arts (MFA) candidate, Film Directing
School of the Art Institute of Chicago
Master of Fine Arts (MFA) Low Res Program, Film/Cinema/Video Studies/Fine Art
SKILLS
ABOUT GINA KELLY
Working in education, story, and consulting since 2009.
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