Knowledge Commons of Institute of Automation,CAS
A Survey of Recent Advances in Commonsense Knowledge Acquisition: Methods and Resources | |
Wang, Chenhao1,2![]() ![]() ![]() ![]() | |
发表期刊 | Machine Intelligence Research
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2024 | |
页码 | 1 |
摘要 | Imparting human-like commonsense to machines is a long-term goal in the artificial intelligence community. To achieve this goal, constructing large-scale commonsense knowledge resources is an important step. In recent years, due to increasing demand, commonsense knowledge has become a rapidly growing research field, resulting in a surge of new acquisition methods and corresponding resources. These advances have empowered a variety of downstream AI tasks. However, constructing large-scale commonsense knowledge resources remains an ongoing and challenging task. It is still difficult to efficiently collect large-scale, high-quality commonsense knowledge. In this paper, we systematically review recent advances in commonsense knowledge acquisition methods and resources, providing a comprehensive summary of recent research scope, the characteristics of different resources, and unsolved challenges. |
七大方向——子方向分类 | 自然语言处理 |
国重实验室规划方向分类 | 语音语言处理 |
是否有论文关联数据集需要存交 | 否 |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/57566 |
专题 | 复杂系统认知与决策实验室 |
通讯作者 | Chen, Yubo; Zhao, Jun |
作者单位 | 1.The Laboratory of Cognition and Decision Intelligence for Complex Systems, Institute of Automation, Chinese Academy of Sciences 2.School of Artificial Intelligence, University of Chinese Academy of Sciences 3.Beijing Academy of Artificial Intelligence |
第一作者单位 | 中国科学院自动化研究所 |
通讯作者单位 | 中国科学院自动化研究所 |
推荐引用方式 GB/T 7714 | Wang, Chenhao,Li, Jiachun,Chen, Yubo,et al. A Survey of Recent Advances in Commonsense Knowledge Acquisition: Methods and Resources[J]. Machine Intelligence Research,2024:1. |
APA | Wang, Chenhao,Li, Jiachun,Chen, Yubo,Liu, Kang,&Zhao, Jun.(2024).A Survey of Recent Advances in Commonsense Knowledge Acquisition: Methods and Resources.Machine Intelligence Research,1. |
MLA | Wang, Chenhao,et al."A Survey of Recent Advances in Commonsense Knowledge Acquisition: Methods and Resources".Machine Intelligence Research (2024):1. |
条目包含的文件 | ||||||
文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
MIR-2023-03-053.pdf(1228KB) | 期刊论文 | 作者接受稿 | 开放获取 | CC BY-NC-SA | 浏览 |
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