Online Structured Learning for Semantic Parsing with Synchronous and λ-Synchronous Context Free Grammars

被引：1
|
作者：
Nguyen, Le-Minh [1 ]
Shimazu, Akira [1 ]
Phan, Xuan Hieu [2 ]
Nguyen, Phuong Thai [3 ]
机构：
[1] JAIST, GSIS, 1-1 Asahidai, Nomi Ishikawa 9231292, Japan
[2] GIS Tohoku Univ, Tohoku 980 8579, Japan
[3] Coll Tech, VNUH, Pantnagar 263145, Uttar Pradesh, India
来源：
20TH IEEE INTERNATIONAL CONFERENCE ON TOOLS WITH ARTIFICIAL INTELLIGENCE, VOL 2, PROCEEDINGS | 2008年
关键词：
D O I：
10.1109/ICTAI.2008.96
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
We formulate semantic parsing as a parsing problem on a synchronous context free grammar (SCFG) which is automatically built on the corpus of natural language sentences and the representation of semantic outputs. We then present an online learning framework for estimating the synchronous SCFG grammar In addition, our online learning methods for semantic parsing problems are also extended to deal with the case, in which the semantic representation could be represented under lambda-calculus. Experimental results in the domain of semantic parsing show advantages in comparison with previous works.
引用
收藏
页码：135 / +
页数：2
相关论文
共 50 条
  • [31] Blending Online Asynchronous and Synchronous Learning
    Yamagata-Lynch, Lisa C.
    INTERNATIONAL REVIEW OF RESEARCH IN OPEN AND DISTRIBUTED LEARNING, 2014, 15 (02): : 189 - 212
  • [32] A rapid review of systematic reviews on the effectiveness of synchronous online learning in an occupational context
    Robson, Lynda S.
    Irvin, Emma
    Padkapayeva, Kathy
    Begum, Momtaz
    Zukowski, Melanie
    AMERICAN JOURNAL OF INDUSTRIAL MEDICINE, 2022, 65 (07) : 613 - 619
  • [33] Engaging learners in synchronous online learning
    Qiyun Wang
    Yun Wen
    Choon Lang Quek
    Education and Information Technologies, 2023, 28 : 4429 - 4452
  • [34] An FPGA-based coprocessor for the parsing of context-free grammars
    Ciressan, C
    Sanchez, E
    Rajman, M
    Chappelier, JC
    2000 IEEE SYMPOSIUM ON FIELD-PROGRAMMABLE CUSTOM COMPUTING MACHINES, PROCEEDINGS, 2000, : 236 - 245
  • [35] A latent variable model of synchronous syntactic-semantic parsing for multiple languages
    Univ Geneva, Dept Computer Sci, Switzerland
    不详
    CoNLL- 2009: Shared Task - Proc. Thirteenth Conf. Comput. Natural Lang. Learn., CoNLL: Shared Task, 2009, (37-42):
  • [36] Context-Dependent Semantic Parsing over Temporally Structured Data
    Chen, Charles
    Bunescu, Razvan
    2019 CONFERENCE OF THE NORTH AMERICAN CHAPTER OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS: HUMAN LANGUAGE TECHNOLOGIES (NAACL HLT 2019), VOL. 1, 2019, : 3576 - 3585
  • [37] Ethical precautions in synchronous interactions in the context of online classes
    Monteiro Rego, Ana Paula
    Leopoldo Mercado, Luis Paulo
    Araujo Costa, Cleide Jane de Sa
    EDUCAR EM REVISTA, 2023, 39
  • [38] Finding satisfaction: intrinsic motivation for synchronous and asynchronous communication in the online language learning context
    Bailey, Daniel
    Almusharraf, Norah
    Hatcher, Ryan
    EDUCATION AND INFORMATION TECHNOLOGIES, 2021, 26 (03) : 2563 - 2583
  • [39] Finding satisfaction: intrinsic motivation for synchronous and asynchronous communication in the online language learning context
    Daniel Bailey
    Norah Almusharraf
    Ryan Hatcher
    Education and Information Technologies, 2021, 26 : 2563 - 2583
  • [40] Comparison of context-free grammars based on parsing generated test data
    Fischer, Bernd
    Lämmel, Ralf
    Zaytsev, Vadim
    Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2012, 6940 LNCS : 324 - 343
12345