For MOSEI dataset, word-level features were provided where text features were extracted by GloVe embeddings, visual features by Facets 2 & acoustic features by CovaRep (Degottex et al., 2014).
although it is often argued that incorporation of all the available modalities is always beneficial for enhanced performance, it must be noted that not all the modalities play equal role.