Before revision: Much recent attention has been devoted to analyzing  sentence representations learned by neural encoders, through the paradigm of ' probing' tasks.
After revision: Much recent attention has been devoted to analyzing sentence representations learned by neural encoders, through the lens of ` probing' tasks.