Quick fix to readme.

README.md

@@ -17,7 +17,7 @@ Text classification model based on [`classla/bcms-bertic`](https://huggingface.c
 
 ## Fine-tuning hyperparameters
 
-Fine-tuning was performed with `simpletransformers`. Beforehand a brief sweep for the optimal number of epochs was performed and the presumed best value was 9.
+Fine-tuning was performed with `simpletransformers`. Beforehand a brief sweep for the optimal number of epochs was performed and the presumed best value was 9. Other arguments were kept default.
 
 ```python
 
@@ -37,7 +37,7 @@ The same pipeline was run with two other transformer models and `fasttext` for c
 | xlm-roberta-base                | 0.7184 ± 0.0139   |
 | fasttext + CLARIN.si embeddings | 0.6312 ± 0.0043   |
 
-Two best performing models have been compared with the Mann-Whitney U test. (** denotes $p<0.01$).
+Two best performing models have been compared with the Mann-Whitney U test to calculate p-values (** denotes p<0.01).
 
 
 ## Citation