Update README.md

README.md

@@ -1,3 +1,80 @@
 ---
 license: apache-2.0
+tags:
+- MRC
+- Natural Questions List
+- xlm-roberta-large
+language:
+- multilingual
 ---
+
+# Model description
+
+An XLM-RoBERTa reading comprehension model for List Question Answering using a fine-tuned [xlm-roberta-large](https://huggingface.co/xlm-roberta-large/) model that is further fine-tuned on the list questions in the [Natural Questions](https://huggingface.co/datasets/natural_questions) dataset.
+
+## Intended uses & limitations
+
+You can use the raw model for the reading comprehension task. Biases associated with the pre-existing language model, xlm-roberta-large, that we used may be present in our fine-tuned model, listqa_nq-task-xlm-roberta-large.
+
+## Usage
+
+You can use this model directly with the [PrimeQA](https://github.com/primeqa/primeqa) pipeline for reading comprehension [listqa.ipynb](https://github.com/primeqa/primeqa/blob/main/notebooks/mrc/listqa.ipynb).
+
+### BibTeX entry and citation info
+
+```bibtex
+@article{kwiatkowski-etal-2019-natural,
+    title = "Natural Questions: A Benchmark for Question Answering Research",
+    author = "Kwiatkowski, Tom  and
+      Palomaki, Jennimaria  and
+      Redfield, Olivia  and
+      Collins, Michael  and
+      Parikh, Ankur  and
+      Alberti, Chris  and
+      Epstein, Danielle  and
+      Polosukhin, Illia  and
+      Devlin, Jacob  and
+      Lee, Kenton  and
+      Toutanova, Kristina  and
+      Jones, Llion  and
+      Kelcey, Matthew  and
+      Chang, Ming-Wei  and
+      Dai, Andrew M.  and
+      Uszkoreit, Jakob  and
+      Le, Quoc  and
+      Petrov, Slav",
+    journal = "Transactions of the Association for Computational Linguistics",
+    volume = "7",
+    year = "2019",
+    address = "Cambridge, MA",
+    publisher = "MIT Press",
+    url = "https://aclanthology.org/Q19-1026",
+    doi = "10.1162/tacl_a_00276",
+    pages = "452--466",
+}
+```
+
+```bibtex
+@article{DBLP:journals/corr/abs-1911-02116,
+  author    = {Alexis Conneau and
+               Kartikay Khandelwal and
+               Naman Goyal and
+               Vishrav Chaudhary and
+               Guillaume Wenzek and
+               Francisco Guzm{\'{a}}n and
+               Edouard Grave and
+               Myle Ott and
+               Luke Zettlemoyer and
+               Veselin Stoyanov},
+  title     = {Unsupervised Cross-lingual Representation Learning at Scale},
+  journal   = {CoRR},
+  volume    = {abs/1911.02116},
+  year      = {2019},
+  url       = {http://arxiv.org/abs/1911.02116},
+  eprinttype = {arXiv},
+  eprint    = {1911.02116},
+  timestamp = {Mon, 11 Nov 2019 18:38:09 +0100},
+  biburl    = {https://dblp.org/rec/journals/corr/abs-1911-02116.bib},
+  bibsource = {dblp computer science bibliography, https://dblp.org}
+}
+```