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@@ -354,12 +354,12 @@ to any derived content tied to that `video_id` is automatically severed.
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  Creators may additionally request explicit removal of their corresponding
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  pose data by contacting [issue link](https://huggingface.co/datasets/SignerX/SignVerse-2M/discussions). Verified
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- removal requests will be processed within [X] business days, and an exclusion
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  log will be maintained and version-tracked alongside future dataset releases.
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  ### Face-Landmark-Excluded Variant
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  For downstream applications that do not require facial keypoints, a variant
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- of the dataset with facial landmarks excluded is available at link,
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  reducing the identity-bearing channels retained in the released data.
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@@ -380,6 +380,8 @@ Users should account for the following limitations when interpreting results:
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  SignVerse-2M is derived from publicly posted sign language videos. This repository does **not** redistribute raw RGB videos; it releases pose keypoints and structured subtitle text only. Even so, pose sequences may still carry information that can contribute to signer identification when combined with external metadata. Users should treat the corpus as human-subject-derived data and use it responsibly.
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  The data distribution is also shaped by what is publicly available online. Educational or interpreter-style content may be overrepresented, while conversational, regional, or community-specific signing practices may be underrepresented.
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  ## Citation
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  The released dataset annotations, pose keypoints, and accompanying metadata are distributed under **CC BY-NC 4.0**.
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  Source videos are **not** redistributed in this repository and remain subject to the original platform terms and the rights of their respective creators.
 
 
 
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  Creators may additionally request explicit removal of their corresponding
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  pose data by contacting [issue link](https://huggingface.co/datasets/SignerX/SignVerse-2M/discussions). Verified
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+ removal requests will be processed within 7 business days, and an exclusion
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  log will be maintained and version-tracked alongside future dataset releases.
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  ### Face-Landmark-Excluded Variant
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  For downstream applications that do not require facial keypoints, a variant
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+ of the dataset with facial landmarks excluded is available at [link](https://huggingface.co/datasets/SignerX/SignVerse-2M/tree/main/dataset),
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  reducing the identity-bearing channels retained in the released data.
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  SignVerse-2M is derived from publicly posted sign language videos. This repository does **not** redistribute raw RGB videos; it releases pose keypoints and structured subtitle text only. Even so, pose sequences may still carry information that can contribute to signer identification when combined with external metadata. Users should treat the corpus as human-subject-derived data and use it responsibly.
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+ Re-identification of individual signers is explicitly listed as an unintended use of this dataset (see Intended Use above). Users are expected to comply with applicable data protection regulations in their jurisdiction when using this resource.
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  The data distribution is also shaped by what is publicly available online. Educational or interpreter-style content may be overrepresented, while conversational, regional, or community-specific signing practices may be underrepresented.
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  ## Citation
 
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  The released dataset annotations, pose keypoints, and accompanying metadata are distributed under **CC BY-NC 4.0**.
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  Source videos are **not** redistributed in this repository and remain subject to the original platform terms and the rights of their respective creators.
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+ CC BY-NC 4.0 applies exclusively to the derived DWPose keypoint annotations and structured subtitle metadata produced by our processing pipeline. Original video content remains governed by its source platform's Terms of Service and the rights of the original creator; no rights over the underlying video are claimed or conveyed by this release.