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/hot-deal-jolly-rancher-filled-gummies-7oz-online-hot-sale-big-sale/