[Office Hours] Trying to Get Consistent LLM Behavior

[EmilyMacias]

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I am working on the logging feature for Nourish with the LLM, specifically improving how consistently the LLM actually logs the food items that the user mentions. Currently, it logs items around 80 - 85% of the time and is having some trouble adding calories across several logged food items (it currently just logs the calories of the last food item that is mentioned). I've tried to rewrite the prompt a couple of times to make it work better in these regards, but its behavior still isn't ideal. Could I get some help with this? Thank you!

Reproduction

Here is the branch that I am currently working on: https://github.com/CS342Industry/2024-Nourish/tree/EM_fix_prompt. The LLM is randomly spotty, but it is especially spotty when you try to log dinner for some reason. Usually if you try to log a couple of meals, you will see it's spotty-ness for one of them.

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