Update README.md

README.md

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 # HiTZ's Capitalization & Punctuation model for Spanish
 
 ## Model description
-This model was trained from scratch usign Marian NMT. The dataset used in training contains 9,784,905 sentences. The model was evaluated on the Flores-101 dev and devtest datasets and some randomly picked CommonVoice dataset sentences.  
+This model was trained from scratch using Marian NMT. The dataset used in training contains 9,784,905 sentences. The model was evaluated on the Flores-101 dev and devtest datasets and some randomly picked CommonVoice dataset sentences.  
 * **Developed by**: HiTZ Research Center (University of the Basque Country EHU)
 * **Model type**: Capitalization and Punctuation
 * **Language**: Spanish