Before revision:  Although multilingual MLMs have been introduced to serve many languages, these have limitations as to their capacity and the size and diversity of non-English data they are pre-trained on.
After revision:  Although multilingual MLMs have been introduced to serve many languages, these have limitations such as being costly at inference time and the size and diversity of non-English data they are pre-trained on.