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Hmm, its a good question. This was one of my first RNNs and I just grabbed code from other projects. I am thinking that it would work like dropout generally, it would help against overfitting and get a better sense of how addition works. If you have the time, I would be curious if you played around with the dropout whether it works like that.
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