Update README.md

README.md

@@ -10,6 +10,25 @@ pinned: true
 license: apache-2.0
 tags:
 - leaderboard
+short_description: 'VLMEvalKit Evaluation Results Collection '
 ---
 
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+
+In this leaderboard, we display all evaluation results obtained with VLMEvalKit. The space provides an overall leaderboard, consisting of a curated selection of benchmarks and the overall score; as well as the benchmark-level leaderboards that provides the overall and fine-grained scores for each single benchmark.
+
+Github: https://github.com/open-compass/VLMEvalKit
+Report: https://arxiv.org/abs/2407.11691
+
+Please consider to cite the report if the resource is useful to your research:
+
+```BibTex
+@misc{duan2024vlmevalkitopensourcetoolkitevaluating,
+      title={VLMEvalKit: An Open-Source Toolkit for Evaluating Large Multi-Modality Models}, 
+      author={Haodong Duan and Junming Yang and Yuxuan Qiao and Xinyu Fang and Lin Chen and Yuan Liu and Amit Agarwal and Zhe Chen and Mo Li and Yubo Ma and Hailong Sun and Xiangyu Zhao and Junbo Cui and Xiaoyi Dong and Yuhang Zang and Pan Zhang and Jiaqi Wang and Dahua Lin and Kai Chen},
+      year={2024},
+      eprint={2407.11691},
+      archivePrefix={arXiv},
+      primaryClass={cs.CV},
+      url={https://arxiv.org/abs/2407.11691}, 
+}
+```