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## Large-Scale Foundation Model Training
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#### Dataset Partitions
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| Partition
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| **Closed-world
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| **Open-world
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| **Novelty Detection
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| **Pretraining
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#### Supported Tasks
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## Large-Scale Foundation Model Training for biodiversity research
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#### Dataset Partitions
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| Partition | Example Splits | Description |
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|---------------------|---------------------------------------|---------------------------------------------------------------------------|
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| **Closed-world** | train, val, test | Samples with known species names for supervised classification. |
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| **Open-world** | key_unseen, val_unseen, test_unseen | Placeholder species names but known genera, enabling generalization to unseen species. |
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| **Novelty Detection**| other_heldout | Unknown species and genus, suitable for open-set detection. |
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| **Pretraining** | pretrain | Unlabeled data for self-/semi-supervised learning at scale. |
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#### Supported Tasks
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