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@@ -27,14 +27,15 @@ The input sequence can then be encoded and passed as the input_ids argument in t
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  ## limitations
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- More information needed
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  ## Training and evaluation data
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- More information needed
 
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  ## Training procedure
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  ### Training hyperparameters
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  The following hyperparameters were used during training:
 
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  ## limitations
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+ The model was trained on only a limited amount of data hence questions might be poor quality. In addition the questions generated have style similar to that of the training data.
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  ## Training and evaluation data
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+ The model takes as input a passage to generate questions answerable by the passage.
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+ The dataset used to train the model comprises 80k passage-question pairs sampled randomly from the SQUAD training data. For the evaluation we sampled 10k passage-question pairs from the SQUAD development set.
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  ## Training procedure
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+ The model was trained for 5 epochs over the training set with a learning rate of 5e-05 with EarlyStopping. The batch size was only 10 due to GPU memory limitations
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  ### Training hyperparameters
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  The following hyperparameters were used during training: