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@@ -138,7 +138,7 @@ class ColInternVL2Retriever(BaseRetriever):
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  return values, top_indices
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  ```
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- ## Citation [optional]
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  ```
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  @article{chen2024lora,
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  title={LoRA-Contextualizing Adaptation of Large Multimodal Models for Long Document Understanding},
 
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  return values, top_indices
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  ```
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+ ## Citation
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  ```
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  @article{chen2024lora,
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  title={LoRA-Contextualizing Adaptation of Large Multimodal Models for Long Document Understanding},