Question: How does the gatint mechanism combine word and character information?
Answer: when the gate has high value, more information flows from the word-level representation; otherwise, char-level will take the dominating place,  for unfamiliar noun entities, the gates tend to bias towards char-level representation in order to care richer morphological structure