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XiangLi1999 avatar XiangLi1999 commented on July 4, 2024

Hi,

Thanks for the question!

We are doing this intentionally and assuming that these PAD tokens are part of the data distribution. So when Diffusion-LM wants to generate sentences of length < 64, it will generate the PAD tokens for the remaining spaces.

Alternatively, if we don't do this during training, the model would learn to generate meaningless tokens after EOS token at generation time. One way to handle is to truncate anything after the EOS token, but we believe the current version is slightly cleaner.

Hope this helps!

from diffusion-lm.

smiles724 avatar smiles724 commented on July 4, 2024

Thanks for your reply. This is interesting and sounds reasonable!

from diffusion-lm.

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