Update README.md

README.md

@@ -1,3 +1,54 @@
 ---
+tags:
+- Generative QA
+- LFQA
+- ELI5
+- facebook/bart-large
 license: apache-2.0
 ---
+
+# Model description
+
+A Fusion in Decoder(FiD) model based on BART for the [KILT-ELI5](https://github.com/facebookresearch/KILT) task.
+
+The FiD model was in introduced in the paper 'Leveraging Passage Retrieval with Generative Models for Open Domain Question Answering'.
+
+The model has been initialized with [facebook/bart-large](https://huggingface.co/facebook/bart-large).
+
+The model was trained with the KILT-ELI5 questions and supporting passages obtained from a ColBERT index of the 2019/08/01 Wikipedia dump.
+
+## Intended uses & limitations
+
+You can use the raw model for the generative question answering task. Biases associated with the pre-existing language model, facebook/bart-large, that we used may be present in our fine-tuned model.
+
+## Usage
+
+You can use this model directly with the [PrimeQA](https://github.com/primeqa/primeqa)'s [Generative FiD Reader](https://github.com/primeqa/primeqa/tree/primeqa-fid/primeqa/pipelines#readme).
+
+### BibTeX entry and citation info 
+
+```bibtex
+@inproceedings{Izacard2021LeveragingPR,
+  title={Leveraging Passage Retrieval with Generative Models for Open Domain Question Answering},
+  author={Gautier Izacard and Edouard Grave},
+  booktitle={EACL},
+  year={2021}
+}
+```
+
+```bibtex
+@inproceedings{petroni-etal-2021-kilt,
+    title = "{KILT}: a Benchmark for Knowledge Intensive Language Tasks",
+    author = {Petroni, Fabio  and Piktus, Aleksandra  and
+      Fan, Angela  and Lewis, Patrick  and
+      Yazdani, Majid  and De Cao, Nicola  and
+      Thorne, James  and Jernite, Yacine  and
+      Karpukhin, Vladimir  and Maillard, Jean  and
+      Plachouras, Vassilis  and Rockt{\"a}schel, Tim  and
+      Riedel, Sebastian},
+    booktitle = "Proceedings of the 2021 Conference of the North American Chapter of the Association 
+                 for Computational Linguistics: Human Language Technologies",
+    year = "2021",
+   }
+
+```