The performance was poor for audio and textual modality as the MOUD dataset is in Spanish while the model is trained on MOSI dataset, which is in English language.
notably the visual modality performs better than the other two modalities in this experiment, which means that in cross-lingual scenarios facial expressions carry more generalized, robust information than audio and textual modalities.