metadata
language:
- tr
pipeline_tag: token-classification
tags:
- ner
widget:
- text: >-
Lütfen yardım Piyalepasa mahallesi Rüzgar sokak Meltem apartmanı 1. kat
Hatay akrabalarım göçük altında #dummy
Address NER
- Language: Turkish
- PLM: dbmdz/bert-base-turkish-128k-cased
- Macro-F1 Score: 84%
- Dataset: NER v2 dataset
- 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
Model Comparison
| Macro-F1 | |
|---|---|
| dbmdz/bert-base-turkish-128k-cased | 0.84 |
| dbmdz/bert-base-turkish-cased | 0.83 |
| bert-base-multilingual-cased | 0.79 |
| dbmdz/electra-base-turkish-mc4-cased-discriminator | 0.76 |
| xlm-roberta-base | 0.75 |
| dbmdz/convbert-base-turkish-cased | 0.70 |
Class Performance
| support | precision | recall | f1 | |
|---|---|---|---|---|
| overall | 957 | 0.84 | 0.88 | 0.86 |
| bina | 66 | 0.66 | 0.74 | 0.7 |
| bulvar | 13 | 0.92 | 0.92 | 0.92 |
| cadde | 57 | 0.77 | 0.84 | 0.81 |
| diskapino | 70 | 0.69 | 0.73 | 0.71 |
| ilce | 117 | 0.89 | 0.96 | 0.92 |
| isim | 113 | 0.86 | 0.9 | 0.88 |
| mahalle | 120 | 0.77 | 0.82 | 0.79 |
| sehir | 146 | 0.98 | 0.97 | 0.97 |
| site | 18 | 0.79 | 0.61 | 0.69 |
| sokak | 62 | 0.72 | 0.74 | 0.73 |
| soyisim | 98 | 0.94 | 0.95 | 0.94 |
| telefonno | 77 | 0.99 | 1 | 0.99 |