Update README.md

README.md

@@ -13,7 +13,11 @@ size_categories:
 - 10K<n<100K
 ---
 
-Usage: 
+# VSR: Visual Spatial Reasoning
+
+This is the **random set** of **VSR**: *Visual Spatial Reasoning* (TACL 2023) [[paper]](https://arxiv.org/abs/2205.00363).
+
+### Usage
 
 ```python
 from datasets import load_dataset
@@ -22,4 +26,18 @@ data_files = {"train": "train.jsonl", "dev": "dev.jsonl", "test": "test.jsonl"}
 dataset = load_dataset("cambridgeltl/vsr_random", data_files=data_files)
 ```
 
-Note that the image files still need to be downloaded separately. See [`data/`](https://github.com/cambridgeltl/visual-spatial-reasoning/tree/master/data) for details.
+Note that the image files still need to be downloaded separately. See [`data/`](https://github.com/cambridgeltl/visual-spatial-reasoning/tree/master/data) for details.
+
+Go to our [github repo](https://github.com/cambridgeltl/visual-spatial-reasoning) for more introductions.
+
+
+### Citation
+If you find VSR useful:
+```bibtex
+@article{Liu2022VisualSR,
+  title={Visual Spatial Reasoning},
+  author={Fangyu Liu and Guy Edward Toh Emerson and Nigel Collier},
+  journal={Transactions of the Association for Computational Linguistics},
+  year={2023},
+}
+```