Enhanced Word Embedding For obtaining word representations, we enhance ordinary word vectors with the character-based vectors obtained from the character-level module by concatenating all the representations on words.
a sequence of enhanced word embeddings could be obtained, which could cover contextual information from character-level to word-level, and the character-based embedding could alleviate rare word problems in some way.