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@@ -166,7 +166,7 @@ scores = (embeddings[:2] @ embeddings[2:].T)
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  **1. Does the model support MRL?**<br>
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  The model currently does not support MRL in this release due to observed performance degradation.<br>
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  **2. Why not build upon the Qwen3 series models?**<br>
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- Our initial research experiments commenced prior to the release of Qwen3. To maintain our experimental consistency, we retained the original base model throughout the study. While we subsequently conducted first-stage (retrieval) training with Qwen3, the performance after 32k steps showed no significant improvement over Qwen2.5, leading to discontinuation of further development with this architecture.
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  ### Citation
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  If you find our work worth citing, please use the following citation:
 
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  **1. Does the model support MRL?**<br>
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  The model currently does not support MRL in this release due to observed performance degradation.<br>
168
  **2. Why not build upon the Qwen3 series models?**<br>
169
+ Our initial research experiments commenced prior to the release of Qwen3. To maintain our experimental consistency, we retained the original base model throughout the study😊😊😊. While we subsequently conducted first-stage (retrieval) training with Qwen3, the performance after 32k steps showed no significant improvement over Qwen2.5, leading to discontinuation of further development with this architecture.
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  ### Citation
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  If you find our work worth citing, please use the following citation: