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Comment by overlords

Vowpal Wabbit has been doing this 'hashing trick' since the 200s.

It also the feature interaction, which are the same thing as a layer in transformers (all against all matrix).

So it seems like they are still catching up to where John Langford and crew were over a decade ago.

And, the vowpal wabbit approach is extremely fast to train because it's only doing stochastic gradient descent on a linear function - linear regression. Transformers are much slower to train.

EDIT: Downvoters, please see my last leaf to see why they're effectively the same. The guy responding here seems unfamiliar with all the functionality of vowpal wabbit.

parent overlords 6 years ago

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