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+ ======================================================================
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+ MODEL 4.1: mBERT Fine-tuning Summary
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+ ======================================================================
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+ Member: 4
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+ Date: 2025-12-25 10:36:58
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+
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+ SPECIFICATION COMPLIANCE:
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+ Model: bert-base-multilingual-cased
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+ Max Length: 128
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+ Batch Size: 16
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+ Learning Rate: 2e-05
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+ Epochs: 3/5
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+ Seed: 42 (reproducibility)
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+
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+ TEST RESULTS (FINAL):
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+ Macro F1: 0.6448
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+ Macro Precision: 0.6496
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+ Macro Recall: 0.6441
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+ Weighted F1: 0.7570
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+ Accuracy: 0.7542
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+ TRAINING TIME:
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+ Total: 23.11 minutes
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+ Per Epoch: 277.29s