in our research for DHH users, we have found that an evaluation metric designed for predicting the usability of an ASR-generated transcription as a caption text for these users could benefit from word importance information (Kafle and Huenerfauth, 2017).
the LStM layer size was set to 300 in each direction for word-and 100 for character-level components.