Update README.md

README.md

@@ -19,3 +19,30 @@ configs:
   - split: test
     path: data/test-*
 ---
+### Dataset Summary
+
+This dataset is rendered to images from STS-15. We envision the need to assess vision encoders' abilities to understand texts. A natural way will be assessing them with the STS protocols, with texts rendered into images.
+
+**Examples of Use**
+
+Load test split:
+
+```python
+from datasets import load_dataset
+dataset = load_dataset("Pixel-Linguist/rendered-sts15", split="test")
+```
+
+### Languages
+
+English-only; for multilingual and cross-lingual datasets, see `Pixel-Linguist/rendered-stsb` and `Pixel-Linguist/rendered-sts17`
+
+### Citation Information
+
+```
+@article{xiao2024pixel,
+  title={Pixel Sentence Representation Learning},
+  author={Xiao, Chenghao and Huang, Zhuoxu and Chen, Danlu and Hudson, G Thomas and Li, Yizhi and Duan, Haoran and Lin, Chenghua and Fu, Jie and Han, Jungong and Moubayed, Noura Al},
+  journal={arXiv preprint arXiv:2402.08183},
+  year={2024}
+}
+```