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> using max(0, exp(x)-1) instead of exp(x)

Won't this cause the gradient to vanish on the left half, causing problems with training?

That is a concern that is shared with ReLU. But since the weights are shared across the context/minibatch, perhaps that would not be an issue, similar to ReLU.

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