We give simpler. sparser. and faster algorithms for differentially private fine-tuning of large-scale pre-trained language models. which achieve the state-of-the-art privacy versus utility tradeoffs on many standard NLP tasks. https://www.markbroyard.com/quick-sale-savannah-tropic-pure-argan-oil-hair-serum-125ml-oos-on-sale-mega-super/