Update README_English.md

README_English.md

@@ -27,13 +27,13 @@ onmt_translate -src input_text -model NOS-MT-es-gl -output ./output_file.txt -r
 
 **Training**
 
-In the training we have used authentic and synthetic corpora from [ProxectoNós](https://github.com/proxectonos/corpora). The former are corpora of translations directly produced by human translators. The latter are corpora of spanish-portuguese translations, which we have converted into spanish-galician by means of portuguese-galician translation with Opentrad/Apertium and transliteration for out-of-vocabulary words. 
+In the training we have used authentic and synthetic corpora from [ProxectoNós](https://github.com/proxectonos/corpora). The former are corpora of translations directly produced by human translators. The latter are corpora of Spanish-Portuguese translations, which we have converted into Spanish-Galician by means of Portuguese-Galician translation with Opentrad/Apertium and transliteration for out-of-vocabulary words. 
 
 
 **Training process**
 
 + Tokenization of the datasets made with linguakit tokeniser https://github.com/citiususc/Linguakit
-+ Vocabulary for the models was created by the script [learn_bpe.py](https://github.com/OpenNMT/OpenNMT-py/blob/master/tools/learn_bpe.py) da open NMT
++ Vocabulary for the models was created by the script [learn_bpe.py](https://github.com/OpenNMT/OpenNMT-py/blob/master/tools/learn_bpe.py) of OpenNMT
 + Using the .yaml in this repository you can replicate the training process as follows
 
 ```bash 
@@ -47,7 +47,7 @@ The parameters used for the development of the model can be directly viewed in t
 
 **Evaluation**
 
-The BLEU evaluation of the models is done by mixing internally developed tests (gold1, gold2, test-suite) with other datasets available in Galician (Flores).
+The BLEU evaluation of the models is done by mixing internally developed tests (gold1, gold2, test-suite) and other datasets available in Galician (Flores).
 
 | GOLD 1        | GOLD 2        | FLORES  | TEST-SUITE|
 | ------------- |:-------------:| -------:|----------:|