研究文章
改善外来词在资源缺乏语言识别数据增强和多特征融合
表6
外来词的识别结果在不同特性(土耳其和中国外来词识别为例)。
|
| 捐赠 |
特性(年代) |
外来词识别结果(%) |
|
|
|
R |
R(+) |
F1 |
F1 (+) |
|
| 土耳其 |
+融合 |
74.14 |
74.95 |
73.28 |
74.16 |
73.71 |
74.55 |
| + pronun |
73.96 |
74.68 |
73.02 |
73.94 |
73.49 |
74.31 |
| + pos |
72.54 |
73.36 |
72.25 |
73.07 |
72.39 |
73.21 |
| +融合,pronun |
73.40 |
74.20 |
72.64 |
73.40 |
73.02 |
73.80 |
| +融合,pos |
74.63 |
75.42 |
73.70 |
74.52 |
74.16 |
74.97 |
| + pronun pos |
74.25 |
75.06 |
73.45 |
74.24 |
73.85 |
74.65 |
| +所有 |
75.24 |
76.09 |
74.36 |
75.14 |
74.80 |
75.61 |
|
| 中国 |
+融合 |
73.15 |
73.94 |
71.74 |
72.56 |
72.44 |
73.24 |
| + pronun |
72.76 |
73.52 |
71.32 |
72.16 |
72.03 |
72.83 |
| + pos |
71.30 |
72.09 |
70.58 |
71.25 |
70.94 |
71.67 |
| +融合,pronun |
72.43 |
73.25 |
71.02 |
71.84 |
71.72 |
72.54 |
| +融合,pos |
73.61 |
74.40 |
72.26 |
73.02 |
72.93 |
73.70 |
| + pronun pos |
73.25 |
74.03 |
71.97 |
72.89 |
72.60 |
73.46 |
| +所有 |
74.30 |
75.07 |
72.88 |
73.95 |
73.58 |
74.51 |
|
|
