Update README.md

README.md

@@ -9,7 +9,7 @@ language:
 - en
 ---
 
-# {Fin_Embed_Large}
+# Fin_Embed_Large
 
 This is a finetune of BAAI/bge-large-en-v1.5. It is finetuned on Q/A pairs from ~ 50 s&p 500 annual reports. 
 
@@ -36,7 +36,7 @@ print(embeddings)
 
 ## Evaluation Results
 
-Evaluated on retrieval task using financial documents held out form training data.
+Evaluated on retrieval task using financial documents held out from training data.
 
 | Model        | cos_sim-Accuracy@1 | cos_sim-Accuracy@3 | cos_sim-Accuracy@5 | cos_sim-Accuracy@10 | cos_sim-Precision@1 | cos_sim-Recall@1 | cos_sim-Precision@3 | cos_sim-Recall@3 | cos_sim-Precision@5 | cos_sim-Recall@5 | cos_sim-Precision@10 | cos_sim-Recall@10 |
 |--------------|--------------------|--------------------|--------------------|---------------------|---------------------|------------------|---------------------|------------------|---------------------|------------------|---------------------|------------------|