Update README

README.md

@@ -69,33 +69,31 @@ Model   | Dev | Test
 -------|---------|----------
 multilingual-BERT  | 68.96 | 69.57
 XLM-R-base | 71.26 | 71.71
-[BERT-base-ro](https://huggingface.co/dumitrescustefan/bert-base-romanian-uncased-v1) | 70.49 | 71.02
+BERT-base-ro | 70.49 | 71.02
 RoBERT-small | 66.32 | 66.37
 RoBERT-base | 70.89 | 71.61
 RoBERT-large | 72.48 | 72.11
 
 ### Moldavian vs. Romanian Dialect and Cross-dialect Topic identification
 
-We report results on [VarDial 2019](https://sites.google.com/view/vardial2019/campaign) Moldavian vs. Romanian Cross-dialect Topic identification Challenge, as Macro-averaged F1 score (in %)
+We report results on [VarDial 2019](https://sites.google.com/view/vardial2019/campaign) Moldavian vs. Romanian Cross-dialect Topic identification Challenge, as Macro-averaged F1 score (in %).
 
 Model   | Dialect Classification | MD to RO | RO to MD
--------|---------|----------
+-------|---------|----------|----------|
 2-CNN + SVM | 93.40 | 65.09 | 75.21
 Char+Word SVM | 96.20 | 69.08 | 81.93
 BiGRU | 93.30 | 70.10 | 80.30
 
 multilingual-BERT  | 95.34 | 68.76 | 78.24
 XLM-R-base | 96.28 | 69.93 | 8228
-[BERT-base-ro](https://huggingface.co/dumitrescustefan/bert-base-romanian-uncased-v1) | 96.20 | 69.93 | 78.79
+BERT-base-ro | 96.20 | 69.93 | 78.79
 RoBERT-small | 95.67 | 69.01 | 80.40
 RoBERT-base | 97.39 | 68.30 | 81.09
 RoBERT-large | 97.78 | 69.91 | 83.65
 
 ### Diacritics Restoration
 
-Challenge can be found [here](https://diacritics-challenge.speed.pub.ro/).
-
-We report results on the official test set, as accuracies in %.
+Challenge can be found [here](https://diacritics-challenge.speed.pub.ro/). We report results on the official test set, as accuracies in %.
 
 Model   | word level | char level
 -------|---------|----------
@@ -103,7 +101,7 @@ BiLSTM  | 99.42 | -
 CharCNN | 98.40 | 99.65
 CharCNN + multilingual-BERT | 99.72 | 99.94
 CharCNN + XLM-R-base | 99.76 | 99.95
-CharCNN + [BERT-base-ro](https://huggingface.co/dumitrescustefan/bert-base-romanian-uncased-v1) | 99.79 | 99.95
+CharCNN + BERT-base-ro | 99.79 | 99.95
 CharCNN + RoBERT-small | 99.73 | 99.94
 CharCNN + RoBERT-base | 99.78 | 99.95
 CharCNN + RoBERT-large | 99.76 | 99.95