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All through the development of HART, the researchers encountered challenges in correctly integrating the diffusion model to boost the autoregressive design. They uncovered that incorporating the diffusion design within the early levels of the autoregressive method resulted in an accumulation of glitches.

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In its place, here their ultimate design of making use of the diffusion product to forecast only residual tokens as the final phase drastically enhanced generation good quality.

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