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@@ -84,7 +84,7 @@ If you use this dataset in your work, please cite both the VocSim benchmark pape
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  ```bib
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  @unpublished{vocsim2025,
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- title={VocSim: Zero-Shot Audio Similarity Benchmark for Neural Embeddings},
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  author={Anonymous},
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  year={2025},
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  note={Submitted manuscript}
 
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  ```bib
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  @unpublished{vocsim2025,
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+ title={VocSim: A Training-Free Benchmark for Content Identity in Single-Source Audio Embeddings},
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  author={Anonymous},
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  year={2025},
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  note={Submitted manuscript}