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Memory Footprint for Private Text Generation on GPT2-base (124M)

100Usage FractionCrypTen
35.2652.067568.87585.6825May 25, 2023

Evaluation results

MethodLinks
CrypTen2023.05100————
THE-X2023.0598.95————
MPCformersoftmax_approximation=sm2relu2023.0598.34————
MPCformersoftmax_approximation=sm2quad2023.0598.2————
MERGEmode=only MM2023.0587.39————
MERGEmode=only ER2023.0552.24————
MERGEmode=ER+MM2023.0537.75————