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  license: apache-2.0
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  license: apache-2.0
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+ ## Deprem Niyet Sınıflandırma (Dataset v1.3, BERT 128k)
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+ Alakasız sınıfı atılarak eğitildi.
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+ ## Eval Results
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+ ```
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+ precision recall f1-score support
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+
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+ Lojistik 0.83 0.86 0.84 22
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+ Elektrik Kaynagi 0.71 0.95 0.81 39
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+ Arama Ekipmani 0.72 0.80 0.76 82
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+ Cenaze 0.50 0.33 0.40 3
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+ Giysi 0.79 0.96 0.87 91
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+ Enkaz Kaldirma 0.99 0.95 0.97 601
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+ Isinma 0.75 0.90 0.82 112
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+ Barınma 0.98 0.95 0.96 292
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+ Tuvalet 0.83 1.00 0.91 5
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+ Su 0.80 0.85 0.83 39
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+ Yemek 0.94 0.95 0.94 138
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+ Saglik 0.80 0.85 0.83 75
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+
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+ micro avg 0.90 0.93 0.92 1499
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+ macro avg 0.80 0.86 0.83 1499
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+ weighted avg 0.91 0.93 0.92 1499
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+ samples avg 0.94 0.95 0.94 1499
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+
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+ ```
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+ Reproducibility icin trainer arg'lari:
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+ ```python
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+ TrainingArguments(
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+ fp16=True,
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+ evaluation_strategy = "steps",
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+ save_strategy = "steps",
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+ learning_rate=5.1058553791201954e-05,
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+ per_device_train_batch_size=batch_size,
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+ per_device_eval_batch_size=batch_size*2,
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+ num_train_epochs=4,
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+ load_best_model_at_end=True,
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+ metric_for_best_model="macro f1",
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+ logging_steps = step_size,
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+ seed = 42,
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+ data_seed = 42,
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+ dataloader_num_workers = 0,
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+ lr_scheduler_type ="linear",
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+ warmup_steps=0,
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+ weight_decay=0.06437697487126866,
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+ full_determinism = True,
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+ group_by_length = True
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+ )
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+ ```
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+ Threshold:
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+ Best Threshold: 0.52