deprem-ml/adres_ner_v2_bert_128k - AI Model Zoo

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

	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

	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