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Is it possible in theory to apply Stable Diffusion to a text domain?

I'm trying to generate text using a Seq2Seq approach, and I'm wondering whether or not it's possible to apply stable diffusion by making use of a convolutional Seq2Seq model.

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https://arxiv.org/abs/2210.08933 is designed for the seq2seq text generation tasks using diffusion models.

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