Update README.md

README.md

@@ -39,4 +39,43 @@ configs:
     path: mantis_eval/test-*
 ---
 
-This is a newly curated dataset to evaluate multimodal language models' capability to reason over multiple images. More details are shown in https://tiger-ai-lab.github.io/Mantis/.
+## Overview
+This is a newly curated dataset to evaluate multimodal language models' capability to reason over multiple images. More details are shown in https://tiger-ai-lab.github.io/Mantis/. 
+
+### Statistics
+This evaluation dataset contains more than 200 human-annotated challenging multi-image reasoning problems.
+
+### Leaderboard
+| Models            | Size | Mantis-Eval |
+|-------------------|------|-------------|
+| GPT-4V            | -    | 62.67       |
+| Mantis-SigLIP     | 8B   | 59.45       |
+| Mantis-Idefics2   | 8B   | 57.14       |
+| Mantis-CLIP       | 8B   | 55.76       |
+| VILA              | 8B   | 51.15       |
+| BLIP-2            | 13B  | 49.77       |
+| Idefics2          | 8B   | 48.85       |
+| InstructBLIP      | 13B  | 45.62       |
+| LLaVA-V1.6        | 7B   | 45.62       |
+| CogVLM            | 17B  | 45.16       |
+| Qwen-VL-Chat      | 7B   | 39.17       |
+| Emu2-Chat         | 37B  | 37.79       |
+| VideoLLaVA        | 7B   | 35.04       |
+| Mantis-Flamingo   | 9B   | 32.72       |
+| LLaVA-v1.5        | 7B   | 31.34       |
+| Kosmos2           | 1.6B | 30.41       |
+| Idefics1          | 9B   | 28.11       |
+| Fuyu              | 8B   | 27.19       |
+| OpenFlamingo      | 9B   | 12.44       |
+| Otter-Image       | 9B   | 14.29       |
+
+### Citation
+If you are using this dataset, please cite our work with
+```
+@inproceedings{Jiang2024MANTISIM,
+  title={MANTIS: Interleaved Multi-Image Instruction Tuning},
+  author={Dongfu Jiang and Xuan He and Huaye Zeng and Cong Wei and Max W.F. Ku and Qian Liu and Wenhu Chen},
+  publisher={arXiv2405.01483}
+  year={2024},
+}
+```