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  # Multilingual Document Classification Dataset
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- This dataset contains **100,000 text passages** across **100 non-English language-script pairs** sourced from the [`agentlans/HuggingFaceFW-finetranslations-100-languages-sample`]([https://huggingface.co/datasets/agentlans/HuggingFaceFW-finetranslations-100-languages-sample](https://huggingface.co/datasets/agentlans/HuggingFaceFW-finetranslations-100-languages-sample)) collection.
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  Each original text passage is paired with its English translation and has been programmatically annotated with domain, writing genre, and educational classifications to facilitate cross-lingual classification and domain adaptation tasks.
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  To generate granular metadata for domain, genre, and cognitive level, two primary text classifiers were applied to the **English translations**:
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- 1. **[`nvidia/domain-classifier`]([https://huggingface.co/nvidia/domain-classifier](https://huggingface.co/nvidia/domain-classifier))** – Extracts high-level topical domains.
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- 2. **[`EssentialAI/eai-distill-0.5b`]([https://huggingface.co/EssentialAI/eai-distill-0.5b](https://huggingface.co/EssentialAI/eai-distill-0.5b))** – Extracts genre, cognitive depth, and educational level. See the [EAI Taxonomy Schema](https://github.com/Essential-AI/eai-taxonomy#dataset-schema-documentation) for detailed definitions.
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  ### Key Classification Fields
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  ---
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  # Multilingual Document Classification Dataset
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+ This dataset contains **100,000 text passages** across **100 non-English language-script pairs** sourced from the [`agentlans/HuggingFaceFW-finetranslations-100-languages-sample`](https://huggingface.co/datasets/agentlans/HuggingFaceFW-finetranslations-100-languages-sample) collection.
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  Each original text passage is paired with its English translation and has been programmatically annotated with domain, writing genre, and educational classifications to facilitate cross-lingual classification and domain adaptation tasks.
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  To generate granular metadata for domain, genre, and cognitive level, two primary text classifiers were applied to the **English translations**:
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+ 1. **[`nvidia/domain-classifier`](https://huggingface.co/nvidia/domain-classifier)** – Extracts high-level topical domains.
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+ 2. **[`EssentialAI/eai-distill-0.5b`](https://huggingface.co/EssentialAI/eai-distill-0.5b)** – Extracts genre, cognitive depth, and educational level. See the [EAI Taxonomy Schema](https://github.com/Essential-AI/eai-taxonomy#dataset-schema-documentation) for detailed definitions.
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  ### Key Classification Fields
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