This project forked from bojone/globalpointer
全局指针统一处理嵌套与非嵌套NER
全局指针统一处理嵌套与非嵌套NER。
| 验证集F1 | 测试集F1 | 训练速度 | 预测速度 | |
|---|---|---|---|---|
| CRF | 96.39% | 95.46% | 1x | 1x |
| GlobalPointer (w/o RoPE) | 54.35% | 62.59% | 1.61x | 1.13x |
| GlobalPointer (w/ RoPE) | 96.25% | 95.51% | 1.56x | 1.11x |
| 验证集F1 | 测试集F1 | 训练速度 | 预测速度 | |
|---|---|---|---|---|
| CRF | 79.51% | 78.70% | 1x | 1x |
| GlobalPointer | 80.03% | 79.44% | 1.22x | 1x |
| 验证集F1 | 测试集F1 | 训练速度 | 预测速度 | |
|---|---|---|---|---|
| CRF | 63.81% | 64.39% | 1x | 1x |
| GlobalPointer | 64.84% | 65.98% | 1.52x | 1.13x |
需要bert4keras >= 0.10.6。个人实验环境是tensorflow 1.14 + keras 2.3.1 + bert4keras 0.10.6。
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