Knowledge Commons of Institute of Automation,CAS
ProSyno: Context-Free Prompt Learning for Synonym Discovery | |
Song Zhang1; Lei He2; Dong Wang2; Hongyun Bao1; Suncong Zheng2; Yuqiao Liu1; Baihua Xiao1; Jiayue Li4; Dongyuan Lu3; Nan Zheng1 | |
发表期刊 | Frontiers of Computer Science |
2024 | |
页码 | 1-14 |
摘要 | Synonym discovery is important in a wide variety of concept-related tasks, such as entity/concept mining and industrial knowledge graph (KG) construction. It intends to determine whether two terms refer to the same concept in semantics. Existing methods rely on contexts or KGs. However, these methods are often impractical in some cases where contexts or KGs are not available. Therefore, this paper proposes a context-free prompt learning based synonym discovery method called ProSyno, which takes the world’s largest freely available dictionary Wiktionary as a semantic source. Based on a pretrained language model (PLM), we employ a prompt learning method to generalize to other datasets without any fine-tuning. Thus, our model is more appropriate for context-free situation and can be easily transferred to other fields. Experimental results demonstrate its superiority comparing with state-of-the-art methods. |
收录类别 | SCI |
七大方向——子方向分类 | 知识表示与推理 |
国重实验室规划方向分类 | 社会系统建模与计算 |
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/173211/57073 |
专题 | 多模态人工智能系统全国重点实验室_互联网大数据与信息安全 |
通讯作者 | Jiayue Li; Dongyuan Lu; Nan Zheng |
作者单位 | 1.Institute of Automation, Chinese Academy of Sciences 2.Tencent AI Platform Department 3.University of International Business and Economics 4.Beijing Academy of Blockchain and Edge Computing |
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 | Song Zhang,Lei He,Dong Wang,et al. ProSyno: Context-Free Prompt Learning for Synonym Discovery[J]. Frontiers of Computer Science,2024:1-14. |
APA | Song Zhang.,Lei He.,Dong Wang.,Hongyun Bao.,Suncong Zheng.,...&Nan Zheng.(2024).ProSyno: Context-Free Prompt Learning for Synonym Discovery.Frontiers of Computer Science,1-14. |
MLA | Song Zhang,et al."ProSyno: Context-Free Prompt Learning for Synonym Discovery".Frontiers of Computer Science (2024):1-14. |
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