Update README.md

README.md

@@ -42,19 +42,20 @@ with torch.no_grad():
 ```
 
 
-## Acknowledgement
-
-Thanks to the authors of open-sourced datasets, including Miracl, MKQA, NarritiveQA, etc. 
-Thanks to the open-sourced libraries like [Tevatron](https://github.com/texttron/tevatron), [Pyserini](https://github.com/castorini/pyserini).
-
-
-
 ## Citation
 
-If you find this repository useful, please consider giving a star :star: and citation
+If you find this repository useful, please consider giving a star and citation
 
-```
-@misc{bge-m3,
+```bibtex
+@misc{li2023making,
+      title={Making Large Language Models A Better Foundation For Dense Retrieval}, 
+      author={Chaofan Li and Zheng Liu and Shitao Xiao and Yingxia Shao},
+      year={2023},
+      eprint={2312.15503},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL}
+}
+@misc{chen2024bge,
       title={BGE M3-Embedding: Multi-Lingual, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation}, 
       author={Jianlv Chen and Shitao Xiao and Peitian Zhang and Kun Luo and Defu Lian and Zheng Liu},
       year={2024},
@@ -62,4 +63,5 @@ If you find this repository useful, please consider giving a star :star: and cit
       archivePrefix={arXiv},
       primaryClass={cs.CL}
 }
+```
 ```