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Table 6 
Results with and without reconstruction loss. “+ reconstr. loss”: with reconstruction loss.
 Accuracy (Error)
AllSemiotic classSentence
English (Kaggle): 
 Best model 99.17% (0.83%) 90.08% (9.92%) 89.58% (10.42%) 
 + reconstr. loss 99.15% (0.85%) 90.10% (9.90%) 89.43% (10.57%) 
  
Russian (Kaggle): 
 Best model 99.01% (0.99%) 94.09% (5.91%) 89.02% (10.98%) 
 + reconstr. loss 99.01% (0.99%) 94.10% (5.90%) 89.05% (10.95%) 
 Accuracy (Error)
AllSemiotic classSentence
English (Kaggle): 
 Best model 99.17% (0.83%) 90.08% (9.92%) 89.58% (10.42%) 
 + reconstr. loss 99.15% (0.85%) 90.10% (9.90%) 89.43% (10.57%) 
  
Russian (Kaggle): 
 Best model 99.01% (0.99%) 94.09% (5.91%) 89.02% (10.98%) 
 + reconstr. loss 99.01% (0.99%) 94.10% (5.90%) 89.05% (10.95%) 
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