update readme.md

README.md

@@ -45,9 +45,16 @@ print(embeddings)
 ```
 
 ### Important usage notes
-- "ošišana ćirilica" (usage of c instead of ć, etc...) significantly deacreases search quality
+- "ošišana latinica" (usage of c instead of ć, etc...) significantly deacreases search quality
 - The usage of uppercase letters for named entities can significantly improve search quality
 
+## Training
+
+- Embedić models are fine-tuned from multilingual-e5 models and they come in 3 sizes (small, base, large).
+
+- Training is done on a single 4070ti super GPU
+
+- 3-step training: distillation, training on (query, text) pairs and finally fine-tuning with triplets.
 
 ## Evaluation