Update README.md

README.md

@@ -2771,22 +2771,17 @@ The gte evaluation setting: `mteb==1.2.0, fp16 auto mix precision, max_length=81
 If you find our paper or models helpful, please consider citing them as follows:
 
 ```
-@misc{zhang2024mgte,
-  title={mGTE: Generalized Long-Context Text Representation and Reranking Models for Multilingual Text Retrieval}, 
-  author={Xin Zhang and Yanzhao Zhang and Dingkun Long and Wen Xie and Ziqi Dai and Jialong Tang and Huan Lin and Baosong Yang and Pengjun Xie and Fei Huang and Meishan Zhang and Wenjie Li and Min Zhang},
-  year={2024},
-  eprint={2407.19669},
-  archivePrefix={arXiv},
-  primaryClass={cs.CL},
-  url={https://arxiv.org/abs/2407.19669}, 
+@article{zhang2024mgte,
+  title={mGTE: Generalized Long-Context Text Representation and Reranking Models for Multilingual Text Retrieval},
+  author={Zhang, Xin and Zhang, Yanzhao and Long, Dingkun and Xie, Wen and Dai, Ziqi and Tang, Jialong and Lin, Huan and Yang, Baosong and Xie, Pengjun and Huang, Fei and others},
+  journal={arXiv preprint arXiv:2407.19669},
+  year={2024}
 }
-@misc{li2023gte,
-  title={Towards General Text Embeddings with Multi-stage Contrastive Learning}, 
-  author={Zehan Li and Xin Zhang and Yanzhao Zhang and Dingkun Long and Pengjun Xie and Meishan Zhang},
-  year={2023},
-  eprint={2308.03281},
-  archivePrefix={arXiv},
-  primaryClass={cs.CL},
-  url={https://arxiv.org/abs/2308.03281}, 
+
+@article{li2023towards,
+  title={Towards general text embeddings with multi-stage contrastive learning},
+  author={Li, Zehan and Zhang, Xin and Zhang, Yanzhao and Long, Dingkun and Xie, Pengjun and Zhang, Meishan},
+  journal={arXiv preprint arXiv:2308.03281},
+  year={2023}
 }
 ```