(2) To a certain extent, the NPN model could alleviate the problem by utilizing hybrid representation learning and nugget generator in a fix-sized window.
it is worth mentioning that the paths are sense-level, which means all the sense information of words that end in one specific character will flow into the memory cell of the character.