Update README.md

README.md

@@ -11,4 +11,33 @@ tags:
 pretty_name: VSR (zeroshot)
 size_categories:
 - 1K<n<10K
----
+---
+
+# VSR: Visual Spatial Reasoning
+
+This is the **zero-shot set** of **VSR**: *Visual Spatial Reasoning* (TACL 2023) [[paper]](https://arxiv.org/abs/2205.00363).
+
+### Usage
+
+```python
+from datasets import load_dataset
+
+data_files = {"train": "train.jsonl", "dev": "dev.jsonl", "test": "test.jsonl"}
+dataset = load_dataset("cambridgeltl/vsr_zeroshot", 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.
+
+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},
+}
+```