Update README.md

README.md

@@ -17,7 +17,7 @@ Short sequence length is used to reduce the memory footprint.
 
 The dataset for validation with manual markup consisted of 362 thousand examples.
 
-|![Validation results](https://huggingface.co/fkrasnov2/SBE/resolve/main/bvf_recall1k_query_len_eng.svg)|
+![Validation results](https://huggingface.co/fkrasnov2/SBE/resolve/main/bvf_recall1k_query_len_eng.svg)
 
 
 ```python
@@ -36,13 +36,12 @@ assert model.config.hidden_size == vector.shape[0]
 
 This model is designed for use in e-commerce IR and helps differentiate products.
 
-## direct_use
 
-The same products:
+**The same products**:
  - cos ( SBE("apple 16 синий про макс 256"), SBE("iphone 16 синий pro max 256") ) = 0.96 
 
  - cos ( SBE("iphone 15 pro max"), SBE("айфон 15 про макс") ) = 0.98
 
-Different products:
+**Different products**:
 
 - cos ( SBE("iphone 15 pro max"), SBE("iphone 16 pro max") ) = 0.85