Update README.md

README.md

@@ -21,10 +21,20 @@ The idea behind this framework was to try to improve the robustness of specialis
 - **Developed by:** Aidan Mannion
 - **Funded by :**  GENCI-IDRIS grant AD011013535R1
 - **Model type:** DistilBERT
-- **Language(s) (NLP):** English
+- **Language(s) (NLP):** Spanish
 
 For further details on the model architecture, training objectives, hardware \& software used, as well as the preliminary downstream evaluation experiments carried out, refer to the [ArXiv paper](https://arxiv.org/abs/2307.11170).
 
+### UMLS-KGI Models
+|          **Model**         | **Model Repo**                                                             | **Dataset Size** | **Base Architecture** |                                         **Base Model**                                        | **Total KGI training steps** |
+|:--------------------------:|----------------------------------------------------------------------------|:----------------:|:---------------------:|:---------------------------------------------------------------------------------------------:|:----------------------------:|
+| UMLS-KGI-BERT-multilingual | [url-multi](https://huggingface.co/ap-mannion/umls-kgi-bert-multilingual   |       940MB      |       DistilBERT      |                                              n/a                                              |            163,904           |
+|      UMLS-KGI-BERT-FR      | [url-fr](https://huggingface.co/ap-mannion/umls-kgi-bert-fr)               |       604MB      |       DistilBERT      |                                              n/a                                              |            126,720           |
+|      UMLS-KGI-BERT-EN      | [url-en](https://huggingface.co/ap-mannion/umls-kgi-bert-en)               |       174MB      |       DistilBERT      |                                              n/a                                              |            19,008            |
+|      UMLS-KGI-BERT-ES      | [url-es](https://huggingface.co/ap-mannion/umls-kgi-bert-es)               |       162MB      |       DistilBERT      |                                              n/a                                              |            18,176            |
+|       DrBERT-UMLS-KGI      | [url-drbert](https://huggingface.co/ap-mannion/drbert-umls-kgi)            |       604MB      |   CamemBERT/RoBERTa   |                    [DrBERT-4GB](https://huggingface.co/Dr-BERT/DrBERT-4GB)                    |            126,720           |
+|     PubMedBERT-UMLS-KGI    | [url-pubmedbert](https://huggingface.co/ap-mannion/pubmedbert-umls-kgi)    |       174MB      |          BERT         |                      microsoft/BiomedNLP-PubMedBERT-base-uncased-abstract                     |            19,008            |
+|   BioRoBERTa-ES-UMLS-KGI   | [url-bioroberta](https://huggingface.co/ap-mannion/bioroberta-es-umls-kgi) |       162MB      |        RoBERTa        | [RoBERTa-base-biomedical-es](https://huggingface.co/PlanTL-GOB-ES/roberta-base-biomedical-es) |            18,176            |
 
 ### Direct/Downstream Use