Update README.md

README.md

@@ -1,3 +1,62 @@
 ---
+tags:
+- MRC
+- SQuAD 1.1
+- roberta-large
+language:
+- English
 license: apache-2.0
 ---
+
+# Model description
+
+An RoBERTa reading comprehension model for [SQuAD 1.1](https://aclanthology.org/D16-1264/).
+
+The model is initialized with  [roberta-large](https://huggingface.co/roberta-large/) and fine-tuned on the [SQuAD 1.1 train data](https://huggingface.co/datasets/squad).
+
+## Intended uses & limitations
+
+You can use the raw model for the reading comprehension task. Biases associated with the pre-existing language model, roberta-large, that we used may be present in our fine-tuned model, squad-v1-roberta-large.
+
+
+## Usage
+
+You can use this model directly with the [PrimeQA](https://github.com/primeqa/primeqa) pipeline for reading comprehension [squad.ipynb](https://github.com/primeqa/primeqa/blob/main/notebooks/mrc/squad.ipynb).
+
+```bibtex
+@article{2016arXiv160605250R,
+       author = {{Rajpurkar}, Pranav and {Zhang}, Jian and {Lopyrev},
+                 Konstantin and {Liang}, Percy},
+        title = "{SQuAD: 100,000+ Questions for Machine Comprehension of Text}",
+      journal = {arXiv e-prints},
+         year = 2016,
+          eid = {arXiv:1606.05250},
+        pages = {arXiv:1606.05250},
+archivePrefix = {arXiv},
+       eprint = {1606.05250},
+}
+```
+```bibtex
+@article{DBLP:journals/corr/abs-1907-11692,
+  author    = {Yinhan Liu and
+               Myle Ott and
+               Naman Goyal and
+               Jingfei Du and
+               Mandar Joshi and
+               Danqi Chen and
+               Omer Levy and
+               Mike Lewis and
+               Luke Zettlemoyer and
+               Veselin Stoyanov},
+  title     = {RoBERTa: {A} Robustly Optimized {BERT} Pretraining Approach},
+  journal   = {CoRR},
+  volume    = {abs/1907.11692},
+  year      = {2019},
+  url       = {http://arxiv.org/abs/1907.11692},
+  archivePrefix = {arXiv},
+  eprint    = {1907.11692},
+  timestamp = {Thu, 01 Aug 2019 08:59:33 +0200},
+  biburl    = {https://dblp.org/rec/journals/corr/abs-1907-11692.bib},
+  bibsource = {dblp computer science bibliography, https://dblp.org}
+}
+```