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@@ -127,8 +127,8 @@ ds = load_dataset("MITLL/LADI-v2-dataset", "v2a_resized",
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  **As previously noted, LADI v1 does not have separate test and validation sets, so the 'val' and 'test' splits in LADI v1 data point to the same labels!**
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  ## Dataset Information:
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-
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- - **Citation - BibTeX**:
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  ```
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  @misc{ladi_v2,
@@ -141,8 +141,6 @@ ds = load_dataset("MITLL/LADI-v2-dataset", "v2a_resized",
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  }
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  ```
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- Paper forthcoming - watch this space for details
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-
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  - **Developed by:** Jeff Liu, Sam Scheele
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  - **Funded by:** Department of the Air Force under Air Force Contract No. FA8702-15-D-0001
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  - **License:** MIT for code, CC-by-4.0 for data
 
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  **As previously noted, LADI v1 does not have separate test and validation sets, so the 'val' and 'test' splits in LADI v1 data point to the same labels!**
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  ## Dataset Information:
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+ ### Citation
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+ **BibTeX**:
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  ```
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  @misc{ladi_v2,
 
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  }
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  ```
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  - **Developed by:** Jeff Liu, Sam Scheele
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  - **Funded by:** Department of the Air Force under Air Force Contract No. FA8702-15-D-0001
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  - **License:** MIT for code, CC-by-4.0 for data