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@@ -3782,7 +3782,7 @@ print('Fused-modal', (e_fused @ e_fused.T).tolist())
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  ## Evaluation
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- We validated the performance on our universal multimodal retrieval benchmark (**UMRB**) among others.
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  | | | Single-modal | | Cross-modal | | | Fused-modal | | | | Avg. |
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  |--------------------|------|:------------:|:---------:|:-----------:|:-----------:|:---------:|:-----------:|:----------:|:----------:|:-----------:|:----------:|
 
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  ## Evaluation
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+ We validated the performance on our universal multimodal retrieval benchmark (**UMRB**, see [Release UMRB](https://huggingface.co/Alibaba-NLP/gme-Qwen2-VL-7B-Instruct/discussions/2)) among others.
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  | | | Single-modal | | Cross-modal | | | Fused-modal | | | | Avg. |
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  |--------------------|------|:------------:|:---------:|:-----------:|:-----------:|:---------:|:-----------:|:----------:|:----------:|:-----------:|:----------:|