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Update README.md

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@@ -44,7 +44,7 @@ We provide detailed parameters and environment configurations so that you can ru
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  #### Transformers model load arguments
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  torch_dtype=torch.bfloat16<br>
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  attn_implementation='sdpa'<br>
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- **NOTE:** The ranking results use the sdpa mode. Other modes ('eager', 'flash_attention_2') may have deviations in results, but still keep the overall performance consistent.
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  #### Instruction Adding Rules
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  Details can be found on our <a href="https://github.com/Kingsoft-LLM/QZhou-Embedding">GitHub</a>.
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  #### Evaluation code usage
 
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  #### Transformers model load arguments
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  torch_dtype=torch.bfloat16<br>
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  attn_implementation='sdpa'<br>
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+ **NOTE:** The leaderboard evaluation results were obtained using "sdpa" mode. Other modes ('eager', 'flash_attention_2') may vary in results, but still keep the overall performance consistent.
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  #### Instruction Adding Rules
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  Details can be found on our <a href="https://github.com/Kingsoft-LLM/QZhou-Embedding">GitHub</a>.
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  #### Evaluation code usage