Epoch 1/3: 100%|██████████| 227/227 [01:15<00:00, 3.01it/s] Validation: 100%|██████████| 57/57 [00:06<00:00, 9.39it/s] Epoch: 1 Train Loss: 1.5372 Validation Loss: 0.8488 Accuracy: 0.7200 Error Rate: 0.2800 Epoch 2/3: 100%|██████████| 227/227 [01:17<00:00, 2.93it/s] Validation: 100%|██████████| 57/57 [00:06<00:00, 9.28it/s] Epoch: 2 Train Loss: 0.7906 Validation Loss: 0.7300 Accuracy: 0.7850 Error Rate: 0.2150 Epoch 3/3: 100%|██████████| 227/227 [01:17<00:00, 2.94it/s] Validation: 100%|██████████| 57/57 [00:06<00:00, 9.28it/s] Epoch: 3 Train Loss: 0.5461 Validation Loss: 0.7143 Accuracy: 0.7718 Error Rate: 0.2282
Sınıf Bazlı Metrikler:
Mind Reading: Precision: 0.8933 Recall: 0.7444 F1-Score: 0.8121 Support: 90
Overgeneralization: Precision: 0.5977 Recall: 0.6118 F1-Score: 0.6047 Support: 85
Magnification: Precision: 0.7015 Recall: 0.6026 F1-Score: 0.6483 Support: 78
Labelling: Precision: 0.7347 Recall: 0.9730 F1-Score: 0.8372 Support: 37
Personalization: Precision: 0.5800 Recall: 0.8657 F1-Score: 0.6946 Support: 67
Fortune-telling: Precision: 0.8608 Recall: 0.7816 F1-Score: 0.8193 Support: 87
Emotional Reasoning: Precision: 0.5676 Recall: 0.7500 F1-Score: 0.6462 Support: 56
Mental Filter: Precision: 1.0000 Recall: 1.0000 F1-Score: 1.0000 Support: 46
Should Statements: Precision: 1.0000 Recall: 1.0000 F1-Score: 1.0000 Support: 46
All-or-Nothing Thinking: Precision: 1.0000 Recall: 1.0000 F1-Score: 1.0000 Support: 23
Labeling: Precision: 0.7692 Recall: 0.2857 F1-Score: 0.4167 Support: 35
No Distortion: Precision: 0.9442 Recall: 0.9789 F1-Score: 0.9612 Support: 190
All-or-nothing thinking: Precision: 0.5000 Recall: 0.0625 F1-Score: 0.1111 Support: 16
Mental filter: Precision: 0.2500 Recall: 0.3750 F1-Score: 0.3000 Support: 24
Should statements: Precision: 0.6923 Recall: 0.3333 F1-Score: 0.4500 Support: 27
Sınıf Mind Reading: True Positive: 67 False Positive: 8 True Negative: 809 False Negative: 23
Sınıf Overgeneralization: True Positive: 52 False Positive: 35 True Negative: 787 False Negative: 33
Sınıf Magnification: True Positive: 47 False Positive: 20 True Negative: 809 False Negative: 31
Sınıf Labelling: True Positive: 36 False Positive: 13 True Negative: 857 False Negative: 1
Sınıf Personalization: True Positive: 58 False Positive: 42 True Negative: 798 False Negative: 9
Sınıf Fortune-telling: True Positive: 68 False Positive: 11 True Negative: 809 False Negative: 19
Sınıf Emotional Reasoning: True Positive: 42 False Positive: 32 True Negative: 819 False Negative: 14
Sınıf Mental Filter: True Positive: 46 False Positive: 0 True Negative: 861 False Negative: 0
Sınıf Should Statements: True Positive: 46 False Positive: 0 True Negative: 861 False Negative: 0
Sınıf All-or-Nothing Thinking: True Positive: 23 False Positive: 0 True Negative: 884 False Negative: 0
Sınıf Labeling: True Positive: 10 False Positive: 3 True Negative: 869 False Negative: 25
Sınıf No Distortion: True Positive: 186 False Positive: 11 True Negative: 706 False Negative: 4
Sınıf All-or-nothing thinking: True Positive: 1 False Positive: 1 True Negative: 890 False Negative: 15
Sınıf Mental filter: True Positive: 9 False Positive: 27 True Negative: 856 False Negative: 15
Sınıf Should statements: True Positive: 9 False Positive: 4 True Negative: 876 False Negative: 18