[chore] Add updated citations for pretrain VL paper (facebookresearch…

…#111)

Summary:
Pull Request resolved: https://github.com/fairinternal/mmf-internal/pull/111

Pull Request resolved: https://github.com/fairinternal/pythia-internal/pull/111

Update citations for Pretrain VL paper

Reviewed By: apsdehal

Differential Revision: D21368998

fbshipit-source-id: 2736d673fafc54837ef833151ca29e51f7f88d1e

projects/pretrain_vl_right/README.md

@@ -2,10 +2,14 @@
 
 This repository contains the code for modified implementation of VisualBERT and ViLBERT used in the folowwing paper. Please cite this paper if you are using these models:
 
-* Singh, A., Goswami, V., & Parikh, D. (2019). *Are we pretraining it right? Digging deeper into visio-linguistic pretraining*.
-
-TODO: Update citation bibtex once uplaoded to ArXiv.
+* Singh, A., Goswami, V., & Parikh, D. (2019). *Are we pretraining it right? Digging deeper into visio-linguistic pretraining*. arXiv preprint arXiv:2004.08744. ([arXiV](https://arxiv.org/abs/2004.08744))
 ```
+@article{singh2020we,
+  title={Are we pretraining it right? Digging deeper into visio-linguistic pretraining},
+  author={Singh, Amanpreet and Goswami, Vedanuj and Parikh, Devi},
+  journal={arXiv preprint arXiv:2004.08744},
+  year={2020}
+}
 ```
 
 ## Installation

projects/vilbert/README.md

@@ -1,6 +1,6 @@
 # ViLBERT
 
-This repository contains the code for ViLBERT model, released originally under this ([repo](https://github.com/jiasenlu/vilbert_beta)). Please cite the following paper if you are using ViLBERT model from mmf:
+This repository contains the code for ViLBERT model, released originally under this ([repo](https://github.com/jiasenlu/vilbert_beta)). Please cite the following papers if you are using ViLBERT model from mmf:
 
 * Lu, J., Batra, D., Parikh, D. and Lee, S., 2019. *Vilbert: Pretraining task-agnostic visiolinguistic representations for vision-and-language tasks.* In Advances in Neural Information Processing Systems (pp. 13-23). ([arXiV](https://arxiv.org/abs/1908.02265))
 ```
@@ -13,6 +13,18 @@ This repository contains the code for ViLBERT model, released originally under t
 }
 ```
 
+and
+
+* Singh, A., Goswami, V., & Parikh, D. (2019). *Are we pretraining it right? Digging deeper into visio-linguistic pretraining*. arXiv preprint arXiv:2004.08744. ([arXiV](https://arxiv.org/abs/2004.08744))
+```
+@article{singh2020we,
+  title={Are we pretraining it right? Digging deeper into visio-linguistic pretraining},
+  author={Singh, Amanpreet and Goswami, Vedanuj and Parikh, Devi},
+  journal={arXiv preprint arXiv:2004.08744},
+  year={2020}
+}
+```
+
 ## Installation
 
 Clone this repository, and build it with the following command.

projects/visual_bert/README.md

@@ -1,6 +1,6 @@
 # VisualBERT
 
-This repository contains the code for pytorch implementation of VisualBERT model, released originally under this ([repo](https://github.com/uclanlp/visualbert)). Please cite the following paper if you are using VisualBERT model from mmf:
+This repository contains the code for pytorch implementation of VisualBERT model, released originally under this ([repo](https://github.com/uclanlp/visualbert)). Please cite the following papers if you are using VisualBERT model from mmf:
 
 * Li, L. H., Yatskar, M., Yin, D., Hsieh, C. J., & Chang, K. W. (2019). *Visualbert: A simple and performant baseline for vision and language*. arXiv preprint arXiv:1908.03557. ([arXiV](https://arxiv.org/abs/1908.03557))
 ```
@@ -12,6 +12,18 @@ This repository contains the code for pytorch implementation of VisualBERT model
 }
 ```
 
+and
+
+* Singh, A., Goswami, V., & Parikh, D. (2019). *Are we pretraining it right? Digging deeper into visio-linguistic pretraining*. arXiv preprint arXiv:2004.08744. ([arXiV](https://arxiv.org/abs/2004.08744))
+```
+@article{singh2020we,
+  title={Are we pretraining it right? Digging deeper into visio-linguistic pretraining},
+  author={Singh, Amanpreet and Goswami, Vedanuj and Parikh, Devi},
+  journal={arXiv preprint arXiv:2004.08744},
+  year={2020}
+}
+```
+
 ## Installation
 
 Clone this repository, and build it with the following command.