Update README.md

README.md

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   - split: train
     path: data/train-*
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+
+## Description
+
+This dataset is a processed version of the TextCaps dataset by Sidorov, Hu, Rohrbach and Singh, particularly for a visual question answering task where answer is a caption.  
+We converted the images to PIL format (`image` column of the dataset); created 48 different questions in French (`question` column); and finally translated the original captions from English to French and used them as answers (`answer` column).
+
+## Citation
+
+#### TextCaps
+
+```
+@misc{sidorov2020textcapsdatasetimagecaptioning,
+      title={TextCaps: a Dataset for Image Captioning with Reading Comprehension}, 
+      author={Oleksii Sidorov and Ronghang Hu and Marcus Rohrbach and Amanpreet Singh},
+      year={2020},
+      eprint={2003.12462},
+      archivePrefix={arXiv},
+      primaryClass={cs.CV},
+      url={https://arxiv.org/abs/2003.12462}, 
+}
+```