Update README.md

README.md

@@ -24,15 +24,13 @@ widget:
 ## KazNERD (cleaned)
 While the original dataset contained tokens denoting speech disfluencies and hesitations (parenthesised) and background noise [bracketed], this model was trained on a version of the dataset where such tokens and duplicates were removed.
 As a result, the number of sentences, tokens, and named entities (NEs) in the cleaned dataset changed.
-
-**Statistics for training (Train), validation (Valid), and test (Test) sets**
+### Statistics for training (Train), validation (Valid), and test (Test) sets
 | Unit | Train | Valid | Test | Total |
 | :---: | :---: | :---: | :---: | :---: |
 | Sentence | 88,540 (80.00%) | 11,067 (10.00%) | 11,068 (10.00%) | 110,675 (100%) |  
 | Token | 1,088,461 (80.04%) | 136,021 (10.00%) | 135,426 (9.96%) | 1,359,908 (100%) | 
 | NE | 106,148 (80.17%) | 13,189 (9.96%) | 13,072 (9.87%) | 132,409 (100%) |
-
-**80 / 10 / 10 split**
+### 80 / 10 / 10 split
 |Representation| Train | Valid | Test | Total |
 | :---: | :---: | :---: | :---: | :---: |
 | **AID** | 67,582 (79.99%) | 8,439 (9.99%) | 8,467 (10.02%)| 84,488 (100%) |
@@ -42,8 +40,7 @@ As a result, the number of sentences, tokens, and named entities (NEs) in the cl
 | **EID** | 260 (81.00%) | 27 (8.41%) | 34 (10.59%)| 321 (100%) |
 | **FID** | 9 (75.00%) | 1 (8.33%)| 2 (16.67%)| 12 (100%) |
 |**Total**| **88,540 (80.00%)** | **11,067 (10.00%)** | **11,068 (10.00%)** | **110,675 (100%)** |
-
-**Distribution of representations across sets**
+### Distribution of representations across sets
 |Representation| Train | Valid | Test | Total |
 | :---: | :---: | :---: | :---: | :---: |
 | **AID** | 67,582 (76.33%) | 8,439 (76.25%) | 8,467 (76.50%)| 84,488 (76.34%) |