Update README.md

README.md

@@ -34,3 +34,40 @@ configs:
   - split: test
     path: data/test-*
 ---
+
+
+
+<p align="center" width="100%">
+<img src="https://i.postimg.cc/g0QRgMVv/WX20240228-113337-2x.png"  width="100%" height="80%">
+</p>
+
+# 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 [RefCOCOg](https://github.com/lichengunc/refer). It is used in our `lmms-eval` pipeline to allow for one-click evaluations of large multi-modality models.
+
+```
+@inproceedings{kazemzadeh-etal-2014-referitgame,
+    title = "{R}efer{I}t{G}ame: Referring to Objects in Photographs of Natural Scenes",
+    author = "Kazemzadeh, Sahar  and
+      Ordonez, Vicente  and
+      Matten, Mark  and
+      Berg, Tamara",
+    editor = "Moschitti, Alessandro  and
+      Pang, Bo  and
+      Daelemans, Walter",
+    booktitle = "Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing ({EMNLP})",
+    month = oct,
+    year = "2014",
+    address = "Doha, Qatar",
+    publisher = "Association for Computational Linguistics",
+    url = "https://aclanthology.org/D14-1086",
+    doi = "10.3115/v1/D14-1086",
+    pages = "787--798",
+}
+```