Recent advances in processing negation

被引:15
作者
Morante, Roser [1 ]
Blanco, Eduardo [2 ]
机构
[1] Vrije Univ Amsterdam, Fac Humanities, CLTL Lab, Amsterdam, Netherlands
[2] Univ North Texas, Dept Comp Sci & Engn, Denton, TX 76203 USA
基金
美国国家科学基金会;
关键词
Processing negation; Focus; Scope; Semantics; INFORMATION EXTRACTION; CORPUS; ALGORITHM; SYSTEM;
D O I
10.1017/S1351324920000534
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Negation is a complex linguistic phenomenon present in all human languages. It can be seen as an operator that transforms an expression into another expression whose meaning is in some way opposed to the original expression. In this article, we survey previous work on negation with an emphasis on computational approaches. We start defining negation and two important concepts: scope and focus of negation. Then, we survey work in natural language processing that considers negation primarily as a means to improve the results in some task. We also provide information about corpora containing negation annotations in English and other languages, which usually include a combination of annotations of negation cues, scopes, foci, and negated events. We continue the survey with a description of automated approaches to process negation, ranging from early rule-based systems to systems built with traditional machine learning and neural networks. Finally, we conclude with some reflections on current progress and future directions.
引用
收藏
页码:121 / 130
页数:10
相关论文
共 105 条
[1]   ContextD: an algorithm to identify contextual properties of medical terms in a Dutch clinical corpus [J].
Afzal, Zubair ;
Pons, Ewoud ;
Kang, Ning ;
Sturkenboom, Miriam C. J. M. ;
Schuemie, Martijn J. ;
Kors, Jan A. .
BMC BIOINFORMATICS, 2014, 15
[2]   Biomedical negation scope detection with conditional random fields [J].
Agarwal, Shashank ;
Yu, Hong .
JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION, 2010, 17 (06) :696-701
[3]  
Altuna Begona, 2017, P WORKSH COMP SEM EV, P34
[4]  
Anand P., 2012, Proceedings of the workshop on extra-propositional aspects of meaning in computational linguistics, P65
[5]  
Angeli G., 2015, P 2015 C EMP METH NA, DOI DOI 10.18653/V1/D15-1075
[6]  
[Anonymous], 2012, P 1 JOINT C LEX COMP
[7]  
[Anonymous], 2015, P 2015 C N AM CHAPT
[8]  
[Anonymous], 2015, P 6 WORKSH COMP APPR
[9]  
[Anonymous], TREEBANKS
[10]  
Averbuch M, 2004, ST HEAL T, V107, P282