---
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

```python
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