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DeepMind researcher Brendan O'Donoghue provides an in-depth introduction to text diffusion models, which generate text through iterative denoising. Compared to autoregressive models, they offer lower latency but limited throughput, and demonstrate unique advantages such as self-correction and dynamic computation.