metadata
language:
- zh
license: apache-2.0
tags:
- bert
- ner
- resume
pipeline_tag: other
widget:
- text: 欧阳可守，2000年出生，硕士学历毕业于清华大学，目标职位：自然语言算法工程师，
example_title: Resume Entity Recognition
简历命名实体识别
- 使用
ner_predictor = pipeline(
task="nerpipe",
model="minskiter/resume-token-classification-extends-0708",
device="cpu",
trust_remote_code=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 |