| 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-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 |