Named Entity Recognition on Payment Transaction Dataset 1.0 (test)
96.3PrecisionPaymentBERT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PaymentBERTLatency (ms)=52.1, Parameters=125M2026.02 | 96.3 | 95.1 | 95.7 | |
| PaymentBERT-QuantizedLatency (ms)=35.2, Parameters=125M, Variant=Quantized2026.02 | 96.1 | 95.2 | 95.6 | |
| PaymentBERT-DistilledLatency (ms)=28.3, Parameters=66M, Variant=Distilled2026.02 | 95.1 | 94.7 | 94.9 | |
| FinBERTLatency (ms)=46.8, Parameters=110M2026.02 | 94.8 | 93.6 | 94.2 | |
| BERT-CRFLatency (ms)=48.3, Parameters=110M2026.02 | 94.5 | 93.1 | 93.8 | |
| BERT-baseLatency (ms)=45.2, Parameters=110M2026.02 | 93.1 | 91.5 | 92.3 | |
| BiLSTM-CRFLatency (ms)=12.5, Parameters=8.2M2026.02 | 89.3 | 86.1 | 87.7 | |
| CRFLatency (ms)=4.22026.02 | 84.7 | 78.9 | 81.7 | |
| Stanford NERLatency (ms)=6.7, Source=Stanford CoreNLP 4.02026.02 | 78.9 | 74.2 | 76.5 | |
| Rule-basedLatency (ms)=2.32026.02 | 76.3 | 68.1 | 71.9 | |
| spaCy NERLatency (ms)=8.1, Parameters=560M, Model Version=en_core_web_lg (spaCy v3.0)2026.02 | 73.5 | 69.8 | 71.6 |