Update README.md

README.md

@@ -41,10 +41,9 @@ This model was trained on the union of the following datasets:
 - RuReviews
 - RuSentiment
 
-An overview of the training data can be found in the [article by S. Smetanin](https://www.sciencedirect.com/science/article/abs/pii/S0306457320309730) 
-and the summary of the overview is available on his [Github repository](https://github.com/sismetanin/sentiment-analysis-in-russian).
+An overview of the training data can be found on [S. Smetanin Github repository](https://github.com/sismetanin/sentiment-analysis-in-russian).
 
-__Download links for all Russian sentiment datasets collected by Smetanin can be found in this [Github repository](https://github.com/searayeah/russian-sentiment-emotions-datasets).__
+__Download links for all Russian sentiment datasets collected by Smetanin can be found in this [repository](https://github.com/searayeah/russian-sentiment-emotions-datasets).__
 
 ## Training
 
@@ -61,7 +60,7 @@ epochs: 2
 
 Train/validation/test splits are 80%/10%/10%.
 
-## Metrics (on test split)
+## Eval results (on test split)
 
 |         |neutral|positive|negative|macro avg|weighted avg|
 |---------|-------|--------|--------|---------|------------|