Jamie Izzard

Statistically Supported LLM Ingredient and Recipe Data Collection in Computational Nutrition

This work presents a quality-controlled LLM pipeline for ingredient data acquisition that combines robust statistical estimation, domain-specific invariant checks, and a web-fetch fallback, and frames LLM-assisted database construction as a controlled data-engineering workflow that makes uncertainty operational rather...