Knowledge Commons of Institute of Automation,CAS
A Comprehensive Overview of CFN From a Commonsense Perspective | |
Ru Li; Yunxiao Zhao; Zhiqiang Wang; Xuefeng Su; Shaoru Guo; Yong Guan; Xiaoqi Han; Hongyan Zhao | |
发表期刊 | Machine Intelligence Research
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ISSN | 2731-538X |
2024 | |
卷号 | 21期号:2页码:239-256 |
摘要 | Chinese FrameNet (CFN) is a scenario commonsense knowledge base (CKB) that plays an important role in research on Chinese language understanding. It is based on the theory of frame semantics and English FrameNet (FN). The CFN knowledge base contains a wealth of scenario commonsense knowledge, including frames, frame elements, and frame relations, as well as annotated instances with rich scenario-related labels on Chinese sentences and discourses. In this paper, we conduct a comprehensive overview of CFN from a commonsense perspective, covering topics such as scenario commonsense representation, CFN resources, and its applications. We also summarize recent breakthroughs and identify future research directions. First, we introduce the concept of scenario commonsense, including its definitions, examples, and representation methods, with a focus on the relationship between scenario commonsense and the frame concept in CFN. In addition, we provide a comprehensive overview of CFN resources and their applications, highlighting the newly proposed frame-based discourse representation and a human-machine collaboration framework for expanding the CFN corpus. Furthermore, we explore emerging topics such as expanding the CFN resource, improving the interpretability of machine reading comprehension, and using scenario CKBs for text generation. |
关键词 | Chinese FrameNet (CFN), commonsense, scenario commonsense, frame, knowledge |
DOI | 10.1007/s11633-023-1450-8 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/56036 |
专题 | 学术期刊_Machine Intelligence Research |
作者单位 | Key Laboratory of Computational Intelligence and Chinese Information Processing of Ministry of Education, School of Computer and Information Technology, Shanxi University, Taiyuan 030006, China |
推荐引用方式 GB/T 7714 | Ru Li,Yunxiao Zhao,Zhiqiang Wang,et al. A Comprehensive Overview of CFN From a Commonsense Perspective[J]. Machine Intelligence Research,2024,21(2):239-256. |
APA | Ru Li.,Yunxiao Zhao.,Zhiqiang Wang.,Xuefeng Su.,Shaoru Guo.,...&Hongyan Zhao.(2024).A Comprehensive Overview of CFN From a Commonsense Perspective.Machine Intelligence Research,21(2),239-256. |
MLA | Ru Li,et al."A Comprehensive Overview of CFN From a Commonsense Perspective".Machine Intelligence Research 21.2(2024):239-256. |
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