Update README.md

README.md

@@ -127,14 +127,14 @@ The final evaluation cross-entropy ended around 0.4 for this model.
 
 
 
-|  | Loss | 
+|  | Loss on Llama 3.1 fine tuning | Notice 
 |:------------------|:---------------------------|
 | **LORA**     | 0.4603                  |
-| **LORA+** | 0.4011    | 
-| **DORA**|  0.4182         |
-| **qLORA (for 70b model)**| 0.3694          | 
-| **qLORA (for 8b model)**| 0.5471         |  
-| **(LO)ReFT**| 0.4824         |  
+| **LORA+** | 0.4011    |  The model uploaded here |
+| **DORA**|  0.4182         | |
+| **qLORA (for 70b model)**| 0.3694          | The model with best evaluation, was too big to optimize it further with with my budget|
+| **qLORA (for 8b model)**| 0.5471         |  |
+| **(LO)ReFT**| 0.4824         |  |
 
 
 #### Metrics