Update README.md

README.md

@@ -53,3 +53,28 @@ 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 [TextCaps](https://textvqa.org/textcaps/). It is used in our `lmms-eval` pipeline to allow for one-click evaluations of large multi-modality models.
+
+```
+@inproceedings{sidorov2019textcaps,
+    title={TextCaps: a Dataset for Image Captioningwith Reading Comprehension},
+    author={Sidorov, Oleksii and Hu, Ronghang and Rohrbach, Marcus and Singh, Amanpreet},
+    journal={European Conference on Computer Vision},
+    year={2020}
+}
+```