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@@ -42,7 +42,7 @@ Total trained query and document pair is 500,000.<br>
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  ### Training Details
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  The overall training process was conducted with reference to snowflake-arctic-2.0.<br>
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- **In V2, a three-stage training process was introduced as a key component of the overall learning strategy.**
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  The training process consisted of three stages: Adaptation-training, Pre-training, and Post-training.
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  * In the adaptation-training stage, we observed through preliminary experiments that multi-vector Retrieval consistently outperformed standard dense retrieval. To reflect this, we first trained the model using a multi-vector Retrieval objective.
 
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  ### Training Details
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  The overall training process was conducted with reference to snowflake-arctic-2.0.<br>
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+ **In V2, a three-stage training process was introduced as a key component of the overall learning strategy.**<br>
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  The training process consisted of three stages: Adaptation-training, Pre-training, and Post-training.
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  * In the adaptation-training stage, we observed through preliminary experiments that multi-vector Retrieval consistently outperformed standard dense retrieval. To reflect this, we first trained the model using a multi-vector Retrieval objective.