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@@ -6,9 +6,7 @@ This model was trained on ~40k heterogeneous manually annotated sentences (📚
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  **Dataset**
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- Please note that the label distribution in the dataset is imbalanced:
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- * NON-ARGUMENTS:
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- * ARGUMENTS:
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  **Model training**
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  **Dataset**
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+ The dataset consists of **ARGUMENTS** that either support or oppose a topic if it includes a relevant reason for supporting or opposing the topic, or as a **NON-ARGUMENT** if it does not include reasons. The authors focus on controversial topics, i.e., topics that include an obvious polarity to the possible outcomes and compile a final set of eight controversial topics: _abortion, school uniforms, death penalty, marijuana legalization, nuclear energy, cloning, gun control, and minimum wage_.
 
 
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  **Model training**
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