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://safeersappliancers.shop/product-category/samsung-rs8000-rs68n8330s9-eu-american-style-fridge-freezer-matte-stainless/