A large dataset of semantic ratings and its computational extension

	A large dataset of semantic ratings and its computational extension
	Shaonan Wang1 ; Yunhao Zhang 1; Weiting Shi 3; Guangyao Zhang3 ; Jiajun Zhang1 ; Nan Lin 3; Chengqing Zong1
Source Publication	SCIENTIFIC DATA
ISSN	2052-4463
Volume	10 Issue:1
Abstract	Evidence from psychology and cognitive neuroscience indicates that the human brain’s semantic system contains several specific subsystems, each representing a particular dimension of semantic information. Word ratings on these different semantic dimensions can help investigate the behavioral and neural impacts of semantic dimensions on language processes and build computational representations of language meaning according to the semantic space of the human cognitive system. Existing semantic rating databases provide ratings for hundreds to thousands of words, which can hardly support a comprehensive semantic analysis of natural texts or speech. This article reports a large database, the Six Semantic Dimension Database (SSDD), which contains subjective ratings for 17,940 commonly used Chinese words on six major semantic dimensions: vision, motor, socialness, emotion, time, and space. Furthermore, using computational models to learn the mapping relations between subjective ratings and word embeddings, we include the estimated semantic ratings for 1,427,992 Chinese and 1,515,633 English words in the SSDD. The SSDD will aid studies on natural language processing, text analysis, and semantic representation in the brain.
Language	英语
Document Type	期刊论文
Identifier	http://ir.ia.ac.cn/handle/173211/51799
Collection	模式识别国家重点实验室_自然语言处理
Affiliation	1.中国科学院自动化研究所 2.中国科学院大学 3.Institute of Psychology
First Author Affilication	Institute of Automation, Chinese Academy of Sciences
Recommended Citation GB/T 7714	Shaonan Wang,Yunhao Zhang,Weiting Shi,et al. A large dataset of semantic ratings and its computational extension[J]. SCIENTIFIC DATA,10(1).
APA	Shaonan Wang.,Yunhao Zhang.,Weiting Shi.,Guangyao Zhang.,Jiajun Zhang.,...&Chengqing Zong.
MLA	Shaonan Wang,et al."A large dataset of semantic ratings and its computational extension".SCIENTIFIC DATA 10.1

Files in This Item:
There are no files associated with this item.

If you have any objections to this item, please fill out the form below and the administrator will contact you as soon as possible.
Content:
Email：	*
Institution:
Verification Code:	Refresh

Any comments and suggestions are welcomed.
Title:	*
Content:
Email：	*
Verification Code:	Refresh

模式识别国家重点实验室知识库