Update README.md

README.md

@@ -17,10 +17,14 @@ being closer to `college of charleston computer science` than it is to `boston u
 #### Training
 
 This embedding model was trained using hard-negative mining and InfoNCE on a mixture of data sourced from [ROR](https://ror.org/) and hand-annotated data gathered from PubMed. 
-Hard negatives were identified using TF-IDF in conjunction with false positive high-similarity pairs derived from encoding strings with the base embedding model.
+Hard negatives were identifie
+
+![finetunesvgmbertaffilwords](https://cdn-uploads.huggingface.co/production/uploads/62cf05b026c94b143172379c/DgjkXSFDoys5LO3b1MsOi.png)
+
+d using TF-IDF in conjunction with false positive high-similarity pairs derived from encoding strings with the base embedding model.
 
 This finetune more aggressively separates different institutions with commonalities as compared to the base model. 
-![finetunesvgmbertaffil](https://cdn-uploads.huggingface.co/production/uploads/62cf05b026c94b143172379c/sLZhqdII6GoVLxj91wMM1.png)
+![finetunesvgmbertaffilwords](https://cdn-uploads.huggingface.co/production/uploads/62cf05b026c94b143172379c/DgjkXSFDoys5LO3b1MsOi.png)
 
 
 #### Usage