Create README.md

README.md

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+---
+license: mit
+datasets:
+- halilbabacan/combined_synthetic_cognitive_distortions
+language:
+- en
+metrics:
+- accuracy
+pipeline_tag: text-classification
+---
+
+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