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How to RLHF #LLAMA if you don't have hundreds of GPUS? Do it in a parameter-efficient way.
I'm happy to finally share our parameter-efficient fine-tuning #PEFT survey! It took quite a bit more time to make than I expected, but I feel good about the result
arxiv.org/abs/2303.15647
I'm happy to finally share our parameter-efficient fine-tuning #PEFT survey! It took quite a bit more time to make than I expected, but I feel good about the result
arxiv.org/abs/2303.15647
PEFT methods can target several things: storage efficiency, multitask inference efficiency, and memory efficiency are among them. We are interested in the case of fine-tuning large models, so memory efficiency is a must.
We distill over 40 PEFT papers, provide a taxonomy and comparison of 30 methods, and describe 20 methods in detail (with pseudocode!).
