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@@ -108,6 +108,25 @@ It has not undergone exhaustive manual quality review.
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  Source licensing and redistribution obligations require review
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  before public release.
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  ## Attribution
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  NeoCorpus builds upon NVIDIA Nemotron-ClimbMix and
 
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  Source licensing and redistribution obligations require review
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  before public release.
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+ ## Licensing and Redistribution
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+ NeoCorpus is an independently curated derivative of [NVIDIA Nemotron-ClimbMix](https://huggingface.co/datasets/nvidia/Nemotron-ClimbMix), obtained through [Andrej Karpathy's globally shuffled redistribution](https://huggingface.co/datasets/karpathy/climbmix-400b-shuffle).
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+ The original NVIDIA dataset is published under the **Creative Commons Attribution-NonCommercial 4.0 International (CC BY-NC 4.0)** license. NeoCorpus is redistributed subject to the applicable attribution and non-commercial conditions of that license.
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+ The following modifications were made:
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+ - Selection of a subset from globally shuffled source shards.
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+ - Document length filtering and whitespace normalization.
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+ - Removal of exact duplicate training documents.
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+ - Creation of separate training, validation, and test splits.
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+ - Addition of document identifiers, provenance metadata, and estimated token counts.
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+ The original NVIDIA dataset and Karpathy's redistribution are credited in the Attribution section below.
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+ NeoCorpus is an independent, non-commercial research project and is not officially affiliated with NVIDIA or Andrej Karpathy.
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+ This licensing notice does not grant additional rights over any third-party material contained in the source corpus. Users are responsible for complying with applicable licenses and rights.
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  ## Attribution
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  NeoCorpus builds upon NVIDIA Nemotron-ClimbMix and