Update README.md

README.md

@@ -60,14 +60,9 @@ To use the full SRL model (transformers portion + a decoding layer), refer to th
 - The English data was preprocessed to match the Portuguese data, so there are some differences in role attributions and some roles were removed from the data.
 
 
-## Training data
-
-Pretrained weights were left identical to the original model [`xlm-roberta-large`](https://huggingface.co/xlm-roberta-large). A randomly initialized embeddings layer for "token_type_ids" was added.
-
-
 ## Training procedure
 
-The models were trained on the CoNLL-2012 dataset, preprocessed to match the Portuguese PropBank.Br data, using Cross-Validation. They were tested on the folds as well as on a smaller opinion dataset "Buscapé". For more information, please see the accompanying article (See BibTeX entry and citation info below) and the [project's github](https://github.com/asofiaoliveira/srl_bert_pt).
+The model was first fine-tuned on the CoNLL-2012 dataset, preprocessed to match the Portuguese PropBank.Br data; then it was fine-tuned in the PropBank.Br dataset using 10-fold Cross-Validation. The resulting models were tested on the folds as well as on a smaller opinion dataset "Buscapé". For more information, please see the accompanying article (See BibTeX entry and citation info below) and the [project's github](https://github.com/asofiaoliveira/srl_bert_pt).
 
 ## Eval results