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@@ -25,7 +25,7 @@ The fastText model is used along with [GneissWeb.Edu_classifier](https://hugging
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  **Training Data**
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- The model is trained on 800k documents, labeled using the WatsonNLP hierachical categorization. Please refer to [fasttext text classification tutorial](https://fasttext.cc/docs/en/python-module.html) for details.
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  Training data is selected as follows.
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  - *Positive documents*: 400k documents randomly sampled from the documents labeled with science category with a confidence score 0.95 and above.
 
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  **Training Data**
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+ The model is trained on 800k documents, labeled using the [WatsonNLP hierachical categorization](https://www.ibm.com/docs/en/watsonx/saas?topic=catalog-hierarchical-categorization). Please refer to [fastText text classification tutorial](https://fasttext.cc/docs/en/python-module.html) for details.
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  Training data is selected as follows.
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  - *Positive documents*: 400k documents randomly sampled from the documents labeled with science category with a confidence score 0.95 and above.