GlossBert adding
Here is a link https://github.com/HSLCY/GlossBERT - it should be able to do better for word vectors representations and there is already pretrained model than maybe need to be converted to a different format.
 Actually it already can be loaded and seem to work in some cases,a ll i tested now.                              
 model_a = BertModel.from_pretrained("/folder/")
 tokenizer_a = BertTokenizer.from_pretrained("/folder/")<|||||>It can be downloaded from the link.<|||||>As you say, it is already available for download in their repository. If you want them to add their model to the transformers model hub, you can open an issue on their GitHub repo and ask them to add the model [here](https://huggingface.co/models?search=glossbert).