Word sense and semantic relations in noun compounds

被引:0
|
作者
Kim, Su Nam [1 ]
Baldwin, Timothy [2 ]
机构
[1] School of Information Technology, Monash University, Australia
[2] Computing and Information Systems Department, University of Melbourne, VIC, Australia
来源
关键词
Artificial intelligence - Natural language processing systems;
D O I
10.1145/2483969.2483971
中图分类号
学科分类号
摘要
In this article, we investigate word sense distributions in noun compounds (NCs). Our primary goal is to disambiguate the word sense of component words in NCs, based on investigation of semantic collocation between them. We use sense collocation and lexical substitution to build supervised and unsupervised word sense disambiguation (WSD) classifiers, and show our unsupervised learner to be superior to a benchmark WSD system. Further, we develop a word sense-based approach to interpreting the semantic relations in NCs. © 2013 ACM.
引用
收藏
相关论文
共 50 条
  • [41] Self-organizing map analysis of conceptual and semantic relations for noun
    Jiang, MH
    Zong, CQ
    Deng, BX
    ADVANCES IN NEURAL NETWORKS - ISNN 2005, PT 3, PROCEEDINGS, 2005, 3498 : 977 - 982
  • [42] Development of Punjabi Noun Synsets and Lexico-Semantic relations.
    Akhter, Nosheen
    Mahmood, Muhammad Asim
    Nadeem, Muhammad Tahir
    DILEMAS CONTEMPORANEOS-EDUCACION POLITICA Y VALORES, 2019, 6
  • [43] A word sense disambiguation algorithm for the simple semantic units based on semantic relevancy
    Liu, Y. (Liuyt_liuyt@126.com), 1600, Binary Information Press (10):
  • [44] AN ERP STUDY ON THE SEMANTIC PROCESSING OF UNAMBIGUOUS NOUN, UNAMBIGUOUS VERB AND VERB-NOUN AMBIGUOUS WORD IN MANDARIN CHINESE
    Xia, Quansheng
    Lu, Yong
    Bai, Xuejun
    Shi, Feng
    JOURNAL OF CHINESE LINGUISTICS, 2013, 41 (01) : 197 - 218
  • [45] Understanding the role of conceptual relations in Word Sense Disambiguation
    Fernandez-Amoros, David
    Heradio, Ruben
    EXPERT SYSTEMS WITH APPLICATIONS, 2011, 38 (08) : 9506 - 9516
  • [46] Role of Karaka Relations in Hindi Word Sense Disambiguation
    Singh, Satyendr
    Siddiqui, Tanveer J.
    JOURNAL OF INFORMATION TECHNOLOGY RESEARCH, 2015, 8 (03) : 21 - 42
  • [47] Incorporating noun compounds in distributional-based semantic representation approaches for measuring semantic relatedness
    Saif A.
    Omar N.
    Zainodin U.Z.
    International Journal of Reasoning-based Intelligent Systems, 2019, 11 (01) : 11 - 23
  • [48] Analysis of semantic relations in classification of sense images of statements
    Emel'yanov G.M.
    Mikhailov D.V.
    Stepanova N.A.
    Pattern Recognition and Image Analysis, 2007, 17 (2) : 274 - 278
  • [49] The Triplex Approach for Recognizing Semantic Relations from Noun Phrases, Appositions, and Adjectives
    Mirrezaei, Seyed Iman
    Martins, Bruno
    Cruz, Isabel F.
    SEMANTIC WEB: ESWC 2015 SATELLITE EVENTS, 2015, 9341 : 230 - 243
  • [50] Semantic distances for sets of senses and applications in word sense disambiguation
    Mavroeidis, D
    Tsatsaronis, G
    Vazirgiannis, M
    KNOWLEDGE MINING, 2005, 185 : 93 - 107