Based on the initial atomic and pair representations x 0 and P 0 , we update the atomic and pair representations with 15 encoder layers (Figure ). For the l-th layer, we first construct the weight matrix W l Q , W l K ∈ R d model ×d k and W V ∈ R d model ×dv , to obtain the query matrix