Now it’s possible that softmax should be replaced wholesale, but it’s worked pretty well for the most part, except for this one wee little bug that prevents attention heads from saying nothing. So I propose a very small tweak on which I am willing to stake all future Internet claims to being correct. The tweak is so small, yet so obvious, and it’s been sitting here under everyone’s noses ever since attention was invented (2014).
I didn't test for outliers, but I don't think this will lead to a large improvement in attention overall/it will fix a lurking bug.