A Domain-independent Rule-based Framework for Event Extraction

被引:0
|
作者
Valenzuela-Escarcega, Marco A. [1 ]
Hahn-Powell, Gus [1 ]
Hicks, Thomas [1 ]
Surdeanu, Mihai [1 ]
机构
[1] Univ Arizona, Tucson, AZ 85721 USA
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We describe the design, development, and API of ODIN (Open Domain INformer), a domain-independent, rule-based event extraction (EE) framework. The proposed EE approach is: simple (most events are captured with simple lexico-syntactic patterns), powerful (the language can capture complex constructs, such as events taking other events as arguments, and regular expressions over syntactic graphs), robust (to recover from syntactic parsing errors, syntactic patterns can be freely mixed with surface, token-based patterns), and fast (the runtime environment processes 110 sentences/second in a real-world domain with a grammar of over 200 rules). We used this framework to develop a grammar for the biochemical domain, which approached human performance. Our EE framework is accompanied by a web-based user interface for the rapid development of event grammars and visualization of matches. The ODIN framework and the domain-specific grammars are available as open-source code.
引用
收藏
页码:127 / 132
页数:6
相关论文
共 50 条
  • [21] A Rule-based Event Handling Model
    Luo, Yingwei
    Wang, Xiaolin
    Liu, Xinpeng
    Xing, Zhou
    Pang, Xiao
    Wang, Haibo
    2008 IEEE ASIA-PACIFIC SERVICES COMPUTING CONFERENCE, VOLS 1-3, PROCEEDINGS, 2008, : 869 - 875
  • [22] Evolution of the GPGP/TÆMS Domain-Independent Coordination Framework
    V. Lesser
    K. Decker
    T. Wagner
    N. Carver
    A. Garvey
    B. Horling
    D. Neiman
    R. Podorozhny
    M. Nagendra Prasad
    A. Raja
    R. Vincent
    P. Xuan
    X. Q. Zhang
    Autonomous Agents and Multi-Agent Systems, 2004, 9 : 87 - 143
  • [23] Integrating Sophisticated Domain-Independent Pedagogical Behaviors in an ITS Framework
    Paquette, Luc
    Lebeau, Jean-Francois
    Mayers, Andre
    INTELLIGENT TUTORING SYSTEMS, PART II, 2010, 6095 : 248 - 250
  • [24] Implementing a Domain-Independent Framework to Detect Suspicious Review Patterns
    Xue, Diwen
    Yee, Willie
    Wang, Yueping
    McIntosh, Suzanne
    2019 IEEE INTERNATIONAL CONFERENCE ON BIG DATA (BIG DATA), 2019, : 1687 - 1692
  • [25] A rule-based event detection system for real-life underwater domain
    Concetto Spampinato
    Emmanuelle Beauxis-Aussalet
    Simone Palazzo
    Cigdem Beyan
    Jacco van Ossenbruggen
    Jiyin He
    Bas Boom
    Xuan Huang
    Machine Vision and Applications, 2014, 25 : 99 - 117
  • [26] A rule-based event detection system for real-life underwater domain
    Spampinato, Concetto
    Beauxis-Aussalet, Emmanuelle
    Palazzo, Simone
    Beyan, Cigdem
    van Ossenbruggen, Jacco
    He, Jiyin
    Boom, Bas
    Huang, Xuan
    MACHINE VISION AND APPLICATIONS, 2014, 25 (01) : 99 - 117
  • [27] DFDS: A Domain-Independent Framework for Document-Level Sentiment Analysis Based on RST
    Zhao, Zhenyu
    Rao, Guozheng
    Feng, Zhiyong
    WEB AND BIG DATA, APWEB-WAIM 2017, PT I, 2017, 10366 : 297 - 310
  • [28] An approach to rule-based knowledge extraction
    Jin, YC
    von Seelen, W
    Sendhoff, B
    1998 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS AT THE IEEE WORLD CONGRESS ON COMPUTATIONAL INTELLIGENCE - PROCEEDINGS, VOL 1-2, 1998, : 1188 - 1193
  • [29] Economic potential assessment of rare earth extraction sequence based on rule-based framework
    Yunus, M. Y. M.
    Ismail, N. A.
    Aziz, B. A.
    JOURNAL OF MECHANICAL ENGINEERING AND SCIENCES, 2018, 12 (04) : 4263 - 4274
  • [30] Domain-independent design theory
    Korn, J
    JOURNAL OF ENGINEERING DESIGN, 1996, 7 (03) : 293 - 311