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@@ -171,7 +171,8 @@ Our initial research experiments commenced prior to the release of Qwen3. To mai
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  ### Citation
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  If you find our work worth citing, please use the following citation:<br>
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- **Technical Report:**<br>
 
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  @misc{yu2025qzhouembeddingtechnicalreport,
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  title={QZhou-Embedding Technical Report},
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  author={Peng Yu and En Xu and Bin Chen and Haibiao Chen and Yinfei Xu},
@@ -180,7 +181,8 @@ If you find our work worth citing, please use the following citation:<br>
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  archivePrefix={arXiv},
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  primaryClass={cs.CL},
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  url={https://arxiv.org/abs/2508.21632},
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- }<br>
 
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  **Qwen2.5-7B-Instruct:**
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  ```
 
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  ### Citation
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  If you find our work worth citing, please use the following citation:<br>
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+ **Technical Report:**
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+ ```
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  @misc{yu2025qzhouembeddingtechnicalreport,
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  title={QZhou-Embedding Technical Report},
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  author={Peng Yu and En Xu and Bin Chen and Haibiao Chen and Yinfei Xu},
 
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  archivePrefix={arXiv},
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  primaryClass={cs.CL},
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  url={https://arxiv.org/abs/2508.21632},
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+ }
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+ ```
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  **Qwen2.5-7B-Instruct:**
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  ```