Update README.md

README.md

@@ -64,9 +64,29 @@ configs:
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 # Dataset Card for "nlvr2"
 
-## Natural Language for Visual Reasoning
+<p align="center" width="100%">
+<img src="https://i.postimg.cc/g0QRgMVv/WX20240228-113337-2x.png"  width="100%" height="80%">
+</p>
 
-https://github.com/lil-lab/nlvr/tree/master
+# Large-scale Multi-modality Models Evaluation Suite
+
+> Accelerating the development of large-scale multi-modality models (LMMs) with `lmms-eval`
+
+🏠 [Homepage](https://lmms-lab.github.io/) | 📚 [Documentation](docs/README.md) | 🤗 [Huggingface Datasets](https://huggingface.co/lmms-lab)
+
+# This Dataset
+
+This is a formatted version of [NLVR2](https://lil.nlp.cornell.edu/nlvr/). It is used in our `lmms-eval` pipeline to allow for one-click evaluations of large multi-modality models.
+
+```
+@inproceedings{suhr2017corpus,
+  title={A corpus of natural language for visual reasoning},
+  author={Suhr, Alane and Lewis, Mike and Yeh, James and Artzi, Yoav},
+  booktitle={Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers)},
+  pages={217--223},
+  year={2017}
+}
+```
 
 
 [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)