Update README.md

README.md

@@ -47,5 +47,25 @@ configs:
     path: data/test-*
 ---
 # Dataset Card for "MMBench_EN"
+<p align="center" width="100%">
+<img src="https://i.postimg.cc/g0QRgMVv/WX20240228-113337-2x.png"  width="100%" height="80%">
+</p>
 
-[More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
+# 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 the English subset of [MMBench](https://arxiv.org/abs/2307.06281). It is used in our `lmms-eval` pipeline to allow for one-click evaluations of large multi-modality models.
+
+```
+@article{MMBench,
+    author  = {Yuan Liu, Haodong Duan, Yuanhan Zhang, Bo Li, Songyang Zhang, Wangbo Zhao, Yike Yuan, Jiaqi Wang, Conghui He, Ziwei Liu, Kai Chen, Dahua Lin},
+    journal = {arXiv:2307.06281},
+    title   = {MMBench: Is Your Multi-modal Model an All-around Player?},
+    year    = {2023},
+}
+```