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energy123 4 hours ago

> this is where the taylor expression would fail to represent the values well.

"In practice, we find that four Taylor terms (P = 4) suffice for recovering conventional attention with elementwise errors of approximately the same magnitude as Float16 resolution"

seanhunter 4 hours ago | parent [-]

I read that too, but I wondered whether elementwise error is the right metric. Surely the actual error metric should be to evaluate model performance for a conventional transformer model and then the same model with the attention mechanism replaced by this 4th order Taylor approximation?

vlovich123 3 hours ago | parent [-]

Bounded error weights by definition is a more strict evaluation criterion than “performance” metrics through running the model.