Combination of word-level & Character-level models

Hello Everyone!

I was wondering, why can’t we combine the two language models discussed in C5W1, where we include the alphabets in a dictionary of words and process the unknown words by character, while keeping analysis of common words as a whole. Is this a thing already? If not, why?

Have you seen this? Ensemble learning - Wikipedia