Before revision: Much recent attention has been devoted to analyzing  sentence representations learned by neural encoders, through the paradigm of ' probing' tasks.
After revision: Although neural models have achieved impressive results on several NLP benchmarks, little is understood about the mechanisms they use to perform language tasks. Thus, much recent attention has been devoted to analyzing sentence representations learned by neural encoders, through the paradigm of ' probing' tasks.