Update README.md

README.md

@@ -13,13 +13,13 @@ A Fusion in Decoder(FiD) model based on BART for the [KILT-ELI5](https://github.
 
 The FiD model was in introduced in the paper 'Leveraging Passage Retrieval with Generative Models for Open Domain Question Answering'.
 
-The model has been initialized with [facebook/bart-large](https://huggingface.co/facebook/bart-large).
+This model has been initialized with [facebook/bart-large](https://huggingface.co/facebook/bart-large).
 
-The model was trained with the KILT-ELI5 questions and supporting passages obtained from a ColBERT index of the 2019/08/01 Wikipedia dump.
+This model was trained with the KILT-ELI5 questions and supporting passages obtained from a ColBERT index of the 2019/08/01 Wikipedia dump.
 
 ## Intended uses & limitations
 
-You can use the raw model for the generative question answering task. Biases associated with the pre-existing language model, facebook/bart-large, that we used may be present in our fine-tuned model.
+You can use this raw model for the generative question answering task. Biases associated with the pre-existing language model that we used, facebook/bart-large, may be present in our fine-tuned model.
 
 ## Usage