jjzha/gnehm

---
license: cc-by-nc-sa-4.0
language: de
---

This is the skill dataset created by:

```
@inproceedings{gnehm-etal-2022-fine,
title = "Fine-Grained Extraction and Classification of Skill Requirements in {G}erman-Speaking Job Ads",
author = {Gnehm, Ann-sophie and
B{\"u}hlmann, Eva and
Buchs, Helen and
Clematide, Simon},
booktitle = "Proceedings of the Fifth Workshop on Natural Language Processing and Computational Social Science (NLP+CSS)",
month = nov,
year = "2022",
address = "Abu Dhabi, UAE",
publisher = "Association for Computational Linguistics",
url = "https://aclanthology.org/2022.nlpcss-1.2",
doi = "10.18653/v1/2022.nlpcss-1.2",
pages = "14--24",
}
```

There are document delimiters indicated by `idx`.

Number of samples (sentences):
- train: 19889
- dev: 2332
- test: 2557

Sources:
- Swiss Job Market Monitor (SJMM): https://www.swissubase.ch/en/

Type of tags:
- BI(-ICT) and O tags with keys `tags_skill`

Sample:
```
{
"idx": 198,
"tokens": ["-", "besitzen", "fundierte", "Anwenderkenntnisse", "in", "MS-Office"],
"tags_skill": ["O", "O", "O", "O", "O", "B-ICT"]
}
```

原始信息汇总

数据集概述

基本信息

• 许可证: cc-by-nc-sa-4.0
• 语言: 德语

数据集创建

• 创建者: Ann-sophie Gnehm, Eva Bühlmann, Helen Buchs, Simon Clematide
• 来源: 第五届自然语言处理与计算社会科学研讨会（NLP+CSS）
• 标题: Fine-Grained Extraction and Classification of Skill Requirements in German-Speaking Job Ads
• 出版时间: 2022年11月
• 出版地点: 阿布扎比, 阿联酋
• 出版机构: 计算语言学协会
• 论文链接: Fine-Grained Extraction and Classification of Skill Requirements in German-Speaking Job Ads
• DOI: 10.18653/v1/2022.nlpcss-1.2

数据集结构

• 样本数量:
  • 训练集: 19889 句
  • 开发集: 2332 句
  • 测试集: 2557 句

数据来源

• 来源: Swiss Job Market Monitor (SJMM)
• 链接: Swiss Job Market Monitor

标签类型

• 标签类型: BI(-ICT) 和 O 标签
• 标签键: tags_skill

样本示例

json { "idx": 198, "tokens": ["-", "besitzen", "fundierte", "Anwenderkenntnisse", "in", "MS-Office"], "tags_skill": ["O", "O", "O", "O", "O", "B-ICT"] }