简历命名实体识别
- 使用
ner_predictor = pipeline(
task="nerpipe",
model="minskiter/resume-token-classification",
device="cpu",
trust_remote_code=True,
use_auth_token=True
)
- 模型
BertCrfModel
- 数据集 Resume
Typing | Train | Dev | Test |
---|---|---|---|
Sentence | 3.8k | 0.46k | 0.48k |
Char | 124.1k | 13.9k | 15.1k |
Tag | Meaning | Train | Dev | Test |
---|---|---|---|---|
CONT | Country | 260 | 33 | 28 |
EDU | Educational Institution | 858 | 106 | 112 |
LOC | Location | 47 | 2 | 6 |
NAME | Personal Name | 952 | 110 | 112 |
ORG | Organization | 4611 | 523 | 553 |
PRO | Profession | 287 | 18 | 33 |
RACE | Ethnicity Background | 115 | 15 | 14 |
TITLE | Job Title | 6308 | 690 | 772 |
Total Entity | --- | 13438 | 1497 | 1630 |
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