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README.md

@@ -4,6 +4,8 @@ pipeline_tag: text-classification
 tags:
 - transformers
 - sentence-transformers
+language:
+- multilingual
 ---
 
 # Reranker
@@ -347,9 +349,9 @@ It rereank the top 100 results from bge-m3.
 
 ## 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
 
-```
+```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},
@@ -365,4 +367,5 @@ If you find this repository useful, please consider giving a star :star: and cit
       eprint={2402.03216},
       archivePrefix={arXiv},
       primaryClass={cs.CL}
-}
+}
+```