Create README.md

README.md

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+# Model Overview
+This is a RoBERTa-Large QA Model trained from https://huggingface.co/roberta-large in two stages. First, it is trained on synthetic adversarial data generated using a BART-Large question generator on Wikipedia passages from SQuAD, and then it is trained on SQuAD and AdversarialQA (https://arxiv.org/abs/2002.00293) in a second stage of fine-tuning.
+
+# Data
+Training data: SQuAD + AdversarialQA
+Evaluation data: SQuAD + AdversarialQA
+
+# Training Process
+Approx. 1 training epoch on the synthetic data and 2 training epochs on the manually-curated data.
+
+# Additional Information
+Please refer to https://arxiv.org/abs/2104.08678 for full details.