 The self-attention architecture allows us to combine information from all elements of a sequence into context-aware representations.
<fluency>  The self-attention architecture allows us to combine information from all elements of a sequence into context-aware representations.
 The self-attention architecture allows transformer to combine information from all elements of a sequence into context-aware representations.