While large KBs are a problem for all embedding-based link prediction techniques, MKBE is not significantly worse than existing ones because we treat multimodal information as additional triples.
although multimodal encoders/decoders are more expensive to train than existing relational models, the cost is still additive as we are effectively increasing the size of the training dataset.