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@@ -169,8 +169,8 @@ The model currently does not support MRL in this release due to observed perform
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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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- **Technical Report:**
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  Coming soon...<br>
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  **Qwen2.5-7B-Instruct:**
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  ```
 
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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:<br>
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+ **Technical Report:**<br>
174
  Coming soon...<br>
175
  **Qwen2.5-7B-Instruct:**
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  ```