I agree so much with you. This is not a dataset. This is the vomit of an LLM making stuff up. Like...why couldn't you just collect the data that already exist?? Why do you need an LLM?
Adding an LLM to this just adds a unnecessary layer of complexity, for what benefit? For street cred?
There's an in-depth review of the reasoning for undertaking this project in general and this approach in particular in the Methodology/About section below, see "Current State of Nutritional Data".
Millions of people use food logging apps to drive behavioral change and help adhere to healthy lifestyles. I believe there is immense societal good in continuing to offer improved tools to accomplish this, especially for free, and that's why I created the project and chose to open source the data.
https://www.opennutrition.app/about#current-state-of-nutriti...