Update README.md

README.md

@@ -1,19 +1,19 @@
 Welcome to **RoBERTArg**!
 
-🤖 ** Training **: Model (RoBERTA_base_) fine-tuned on a heterogeneous argument corpus (~40K sentences, Stab et al. (2018) 📚) corpus of several controversial topics (abortion etc.).
+🤖 **Training**: Model (RoBERTA_base_) fine-tuned on a heterogeneous argument corpus (~40K sentences, Stab et al. (2018) 📚) corpus of several controversial topics (abortion etc.).
 
-🏷 Using ** NON-ARGUMENT ** (0) and ** ARGUMENT ** (1) as labels.
+🏷 Using **NON-ARGUMENT** (0) and **ARGUMENT** (1) as labels.
 
-📊 ** Performance **
+📊 **Performance**
 | Model | Acc | F1 | R arg | R non | P arg | P non |
 |----|----|----|----|----|----|----|
 | robertArg | 0.80577 | 0.78407| 0.8147 | 0.7989 | 0.7557 | 0.8496 |
 
-** Confusion Matrix **
-| | ** 1 ** | ** 0 ** |
+**Confusion Matrix**
+| | **1** | **0** |
 |----|----|----|
-| ** 1 ** | 2214 | 557 |
-| ** 0 ** | 392 | 1723 |
+| **1** | 2214 | 557 |
+| **0** | 392 | 1723 |
 
 👉🏾 Check out _chkla/argument-analyzer/_ for more details.