2016where we apply an long short term memory (LSTM) (Hochreiter and Schmidhuber, 1997) layer over the characters of a word and then concatenate the output with a word embedding to create a word representation that combines both character-level and word-level information.
hand-crafting these lexicons is time-consuming and expensive and so these resources are often either unavailable or sparse for many domains and languages.