Update README.md

README.md

@@ -3,15 +3,29 @@ language:
   - zh
 license: apache-2.0
 ---
-# Mengzi-oscar-base-retrieval (Chinese Image-text retrieval model)
+# Mengzi-oscar-base-retrieval
+
+[Mengzi: Towards Lightweight yet Ingenious Pre-trained Models for Chinese](https://arxiv.org/abs/2110.06696)
+
 Mengzi-oscar-base-retrieval is fine-tuned based on Chinese multi-modal pre-training model [Mengzi-Oscar](https://github.com/Langboat/Mengzi/blob/main/Mengzi-Oscar.md), on COCO-ir dataset.
+
+
 ## Usage
 #### Installation
 Check [INSTALL.md](https://github.com/microsoft/Oscar/blob/master/INSTALL.md) for installation instructions.
+
 #### Pretrain & fine-tune
 See the [Mengzi-Oscar.md](https://github.com/Langboat/Mengzi/blob/main/Mengzi-Oscar.md) for details.
+
 ## Citation
 If you find the technical report or resource is useful, please cite the following technical report in your paper.
 ```
-example
+@misc{zhang2021mengzi,
+      title={Mengzi: Towards Lightweight yet Ingenious Pre-trained Models for Chinese}, 
+      author={Zhuosheng Zhang and Hanqing Zhang and Keming Chen and Yuhang Guo and Jingyun Hua and Yulong Wang and Ming Zhou},
+      year={2021},
+      eprint={2110.06696},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL}
+}
 ```