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README.md

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-# MSRoBERTa: Roberta Masked Languge model fine-tuned for the Miscrosoft Sentence Completion Challenge. 
+# MSRoBERTa
+## Roberta Masked Language model fine-tuned for the Microsoft Sentence Completion Challenge. 
+
+## How to use: 
+You can use this model directly with a pipeline for masked language modelling:
+>>> from transformers import pipeline
+>>> unmasker = pipeline('fill-mask', model='MSRoberta')
+>>> unmasker("Hello I'm a <mask> model.")