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- ---
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- license: mit
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ license: mit
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+ datasets:
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+ - halilbabacan/cognitive_distortions_gpt4
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+ language:
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+ - en
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+ metrics:
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+ - accuracy
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+ pipeline_tag: text-classification
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+ tags:
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+ - medical
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+ - psychology
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+ ---
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+
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+ Epoch 1/3: 100%|██████████| 100/100 [00:22<00:00, 4.49it/s]
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+ Validation: 100%|██████████| 26/26 [00:01<00:00, 16.91it/s]
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+ Epoch: 1
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+ Train Loss: 1.1479
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+ Validation Loss: 0.2109
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+ Accuracy: 0.9352
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+ Error Rate: 0.0648
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+ Epoch 2/3: 100%|██████████| 100/100 [00:12<00:00, 8.01it/s]
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+ Validation: 100%|██████████| 26/26 [00:00<00:00, 32.50it/s]
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+ Epoch: 2
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+ Train Loss: 0.1944
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+ Validation Loss: 0.1589
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+ Accuracy: 0.9476
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+ Error Rate: 0.0524
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+ Epoch 3/3: 100%|██████████| 100/100 [00:12<00:00, 8.29it/s]
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+ Validation: 100%|██████████| 26/26 [00:00<00:00, 31.56it/s]
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+ Epoch: 3
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+ Train Loss: 0.1459
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+ Validation Loss: 0.1564
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+ Accuracy: 0.9401
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+ Error Rate: 0.0599
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+
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+ Sınıf Bazlı Metrikler:
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+
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+ Mind Reading:
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+ Precision: 1.0000
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+ Recall: 1.0000
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+ F1-Score: 1.0000
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+ Support: 36.0
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+
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+ Overgeneralization:
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+ Precision: 0.9032
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+ Recall: 0.5957
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+ F1-Score: 0.7179
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+ Support: 47.0
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+
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+ Magnification:
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+ Precision: 0.9773
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+ Recall: 0.9348
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+ F1-Score: 0.9556
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+ Support: 46.0
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+
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+ Labelling:
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+ Precision: 0.6481
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+ Recall: 0.9722
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+ F1-Score: 0.7778
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+ Support: 36.0
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+
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+ Personalization:
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+ Precision: 1.0000
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+ Recall: 1.0000
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+ F1-Score: 1.0000
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+ Support: 37.0
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+
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+ Fortune-telling:
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+ Precision: 1.0000
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+ Recall: 1.0000
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+ F1-Score: 1.0000
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+ Support: 36.0
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+
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+ Emotional Reasoning:
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+ Precision: 1.0000
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+ Recall: 1.0000
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+ F1-Score: 1.0000
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+ Support: 44.0
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+
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+ Mental Filter:
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+ Precision: 1.0000
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+ Recall: 1.0000
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+ F1-Score: 1.0000
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+ Support: 42.0
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+
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+ Should Statements:
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+ Precision: 1.0000
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+ Recall: 1.0000
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+ F1-Score: 1.0000
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+ Support: 38.0
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+
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+ All-or-Nothing Thinking:
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+ Precision: 0.9744
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+ Recall: 0.9744
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+ F1-Score: 0.9744
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+ Support: 39.0
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+
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+ Sınıf Mind Reading:
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+ True Positive: 36
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+ False Positive: 0
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+ True Negative: 365
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+ False Negative: 0
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+
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+ Sınıf Overgeneralization:
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+ True Positive: 28
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+ False Positive: 3
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+ True Negative: 351
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+ False Negative: 19
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+
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+ Sınıf Magnification:
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+ True Positive: 43
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+ False Positive: 1
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+ True Negative: 354
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+ False Negative: 3
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+
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+ Sınıf Labelling:
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+ True Positive: 35
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+ False Positive: 19
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+ True Negative: 346
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+ False Negative: 1
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+
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+ Sınıf Personalization:
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+ True Positive: 37
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+ False Positive: 0
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+ True Negative: 364
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+ False Negative: 0
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+
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+ Sınıf Fortune-telling:
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+ True Positive: 36
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+ False Positive: 0
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+ True Negative: 365
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+ False Negative: 0
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+
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+ Sınıf Emotional Reasoning:
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+ True Positive: 44
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+ False Positive: 0
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+ True Negative: 357
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+ False Negative: 0
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+
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+ Sınıf Mental Filter:
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+ True Positive: 42
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+ False Positive: 0
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+ True Negative: 359
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+ False Negative: 0
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+
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+ Sınıf Should Statements:
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+ True Positive: 38
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+ False Positive: 0
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+ True Negative: 363
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+ False Negative: 0
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+
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+ Sınıf All-or-Nothing Thinking:
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+ True Positive: 38
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+ False Positive: 1
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+ True Negative: 361
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+ False Negative: 1