Create README.md

README.md

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+# XLNet Fine-tuned on SQuAD / Quoref Dataset
+[XLNet](https://arxiv.org/abs/1906.08237) jointly developed by Google and CMU and fine-tuned on [SQuAD / SQuAD 2.0](https://rajpurkar.github.io/SQuAD-explorer/) and [Quoref](https://leaderboard.allenai.org/quoref) for question answering down-stream task. 
+
+## Evaluation Result on Quoref
+```
+{
+    "exact_match": 73.65591397848462,
+    "f1": 77.9981532789881
+}
+```
+
+## Results Comparison
+| Metric | Base Line | Model FT on SQuAD    |
+| ------ | --------- | --------- |
+| **EM** | **61.88** | **73.66** (-11.78)      |
+| **F1** | **70.51** | **78.00** (+7.49)|
+
+## How to Use
+```
+from transformers import XLNetForQuestionAnswering, XLNetTokenizerFast
+
+model = XLNetForQuestionAnswering.from_pretrained('jkgrad/xlnet-base-cased-squad-quoref)
+tokenizer = XLNetTokenizerFast.from_pretrained('jkgrad/xlnet-base-cased-squad-quoref')
+```