We use the vocal modality at the bottom of the hierarchy while using the verbal modality at the top in HF fusion. This is because in previous studies (e.g., <cite>Zadeh et al. (2018a)</cite> ) the verbal modality was shown to be the most effective for unimodal sentiment analysis, while the vocal modality was shown to be the least effective.