Before revision:  Reflective Decoding operates in two intuitive steps. In the contextualization step, we use LMs to generate many left and right contexts which collectively capture the meaning of the input sentence.
After revision:  First, in the contextualization step, we use LMs to generate many left and right contexts which collectively capture the meaning of the input sentence.