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@@ -2691,12 +2691,10 @@ This model exclusively caters to English texts, and any lengthy texts will be tr
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  If you find our paper or models helpful, please consider citing them as follows:
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  ```
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- @misc{li2023general,
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- title={Towards General Text Embeddings with Multi-stage Contrastive Learning},
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- author={Zehan Li and Xin Zhang and Yanzhao Zhang and Dingkun Long and Pengjun Xie and Meishan Zhang},
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- year={2023},
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- eprint={2308.03281},
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- archivePrefix={arXiv},
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- primaryClass={cs.CL}
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  }
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  ```
 
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  If you find our paper or models helpful, please consider citing them as follows:
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  ```
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+ @article{li2023towards,
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+ title={Towards general text embeddings with multi-stage contrastive learning},
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+ author={Li, Zehan and Zhang, Xin and Zhang, Yanzhao and Long, Dingkun and Xie, Pengjun and Zhang, Meishan},
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+ journal={arXiv preprint arXiv:2308.03281},
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+ year={2023}
 
 
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  }
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  ```