https://github.com/FreddeFrallan/Multilingual-CLIP should be possible to add it simularly to https://github.com/LAION-AI/CLIP_benchmark/blob/main/clip_benchmark/models/japanese_clip.py do you want to give it a try @FreddeFrallan ? I'm still quite curious on how mse aligned mclip compared with the contrastive one