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Necessity of Mask Tokens #83

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TaWald opened this issue Apr 11, 2024 · 0 comments
Open

Necessity of Mask Tokens #83

TaWald opened this issue Apr 11, 2024 · 0 comments

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@TaWald
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TaWald commented Apr 11, 2024

Hello,

I am currently re-implementing SparK and stumbled over the masking token that gets re-introduced during densifying.
https://github.com/keyu-tian/SparK/blob/a63e386f8e5186bc07ad7fce86e06b08f48a61ea/pretrain/spark.py#L99C1-L110C9
I was wondering if you tested how important the Mask Tokens are or if you have any intuition for what the utility of them are. For Transformers I get that one needs to have a non-zero mask tokens to attend to it somehow and change their values, but is the same still true/necessary for CNNs?
Did you by any chance ablate the benefits of the mask token (+projection) against just having the zeros post-masking that get passed into the decoder?

Thanks for the great work.
Cheers,
Tassilo

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