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--- |
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language: |
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- tr |
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pipeline_tag: token-classification |
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tags: |
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- ner |
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widget: |
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- text: "Lütfen yardım Piyalepasa mahallesi Rüzgar sokak Meltem apartmanı no: 22 Hatay akrabalarım göçük altında #dummy" |
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--- |
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## Address NER |
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- **Language**: Turkish |
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- **PLM**: dbmdz/bert-base-turkish-128k-cased |
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- **Macro-F1 Score**: 84% |
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- **Dataset**: [NER v2 dataset](https://huggingface.co/datasets/deprem-private/ner_v12) |
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- **Hyperparameters**: per_device_train_batch_size = 16, per_device_eval_batch_size = 32, num_train_epochs = 5, weight_decay = 0.1, warmup_ratio = 0.1, learning_rate = 5e-5 |
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### Model Comparison |
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| | Macro-F1 | |
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|----------------------------------------------------|----------| |
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| dbmdz/bert-base-turkish-128k-cased | 0.84 | |
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| dbmdz/bert-base-turkish-cased | 0.83 | |
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| bert-base-multilingual-cased | 0.79 | |
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| dbmdz/electra-base-turkish-mc4-cased-discriminator | 0.76 | |
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| xlm-roberta-base | 0.75 | |
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| dbmdz/convbert-base-turkish-cased | 0.70 | |
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### Class Performance |
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| | support | precision | recall | f1 | |
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|:----------|----------:|------------:|---------:|-----:| |
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| overall | 957 | 0.84 | 0.88 | 0.86 | |
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| bina | 66 | 0.66 | 0.74 | 0.7 | |
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| bulvar | 13 | 0.92 | 0.92 | 0.92 | |
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| cadde | 57 | 0.77 | 0.84 | 0.81 | |
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| diskapino | 70 | 0.69 | 0.73 | 0.71 | |
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| ilce | 117 | 0.89 | 0.96 | 0.92 | |
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| isim | 113 | 0.86 | 0.9 | 0.88 | |
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| mahalle | 120 | 0.77 | 0.82 | 0.79 | |
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| sehir | 146 | 0.98 | 0.97 | 0.97 | |
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| site | 18 | 0.79 | 0.61 | 0.69 | |
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| sokak | 62 | 0.72 | 0.74 | 0.73 | |
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| soyisim | 98 | 0.94 | 0.95 | 0.94 | |
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| telefonno | 77 | 0.99 | 1 | 0.99 | |
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