Attention Scoring Functions

Under 10.1.2. MLP Attention
you writes: you can imagine 𝐖𝑘𝐤+𝐖𝑞𝐪Wkk+Wqq as concatenating the key and value in the feature dimension and feeding them to a single hidden layer perceptron with hidden layer size ℎh and output layer size 1, I think is not concatenating key and value, is concatenating key and query, right?

yeah, that confused me. I think they meant concatenating key and query