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@@ -29,7 +29,7 @@ configs:
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  Out-of-domain evaluation set used in the paper
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  **[When Vision Speaks for Sound](https://arxiv.org/abs/2605.16403)**.
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- Derived from [VGGSoundSync](https://www.robots.ox.ac.uk/~vgg/research/avsync/),
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  this 3,000-clip slice tests whether a video-capable MLLM can detect
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  audio temporal offsets on **everyday sound events** outside the THUD
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  in-domain training distribution.
@@ -110,13 +110,11 @@ fields are all you need to compare any model's output against ground truth.
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  Please also cite the original VGGSoundSync work:
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  ```bibtex
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- @inproceedings{chen2021vggsoundsync,
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- title = {Audio-Visual Synchronisation in the Wild},
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- author = {Chen, Honglie and Xie, Weidi and Afouras, Triantafyllos and
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- Nagrani, Arsha and Vedaldi, Andrea and Zisserman, Andrew},
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- booktitle = {BMVC},
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- year = {2021}
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- }
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  ```
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  ## Related releases
 
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  Out-of-domain evaluation set used in the paper
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  **[When Vision Speaks for Sound](https://arxiv.org/abs/2605.16403)**.
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+ Derived from [VGGSoundSync](https://www.robots.ox.ac.uk/~vgg/research/avs/),
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  this 3,000-clip slice tests whether a video-capable MLLM can detect
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  audio temporal offsets on **everyday sound events** outside the THUD
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  in-domain training distribution.
 
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  Please also cite the original VGGSoundSync work:
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  ```bibtex
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+ @InProceedings{Chen21b,
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+ title = "Audio-Visual Synchronization in the Wild",
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+ author = "Honglie Chen, Weidi Xie, Triantafyllos Afouras, Arsha Nagrani, Andrea Vedaldi, Andrew Zisserman",
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+ booktitle = "BMVC",
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+ year = "2021"}
 
 
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  ```
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  ## Related releases