Greedy, Joint Syntactic-Semantic Parsing with Stack LSTMs

Preprint English OPEN
Swayamdipta, Swabha; Ballesteros, Miguel; Dyer, Chris; Smith, Noah A.;
  • Subject: Computer Science - Computation and Language | Computer Science - Artificial Intelligence

We present a transition-based parser that jointly produces syntactic and semantic dependencies. It learns a representation of the entire algorithm state, using stack long short-term memories. Our greedy inference algorithm has linear time, including feature extraction. ... View more
  • References (48)
    48 references, page 1 of 5

    [Ballesteros and Nivre2013] Miguel Ballesteros and Joakim Nivre. 2013. Going to the roots of dependency parsing. Computational Linguistics, 39(1):5-13.

    [Ballesteros et al.2015] Miguel Ballesteros, Chris Dyer, and Noah A. Smith. 2015. Improved transition-based parsing by modeling characters instead of words with LSTMs. In Proc. of EMNLP.

    [Bjo¨rkelund et al.2009] Anders Bjo¨rkelund, Love Hafdell, and Pierre Nugues. 2009. Multilingual semantic role labeling. In Proc. of CoNLL.

    [Bjo¨rkelund et al.2010] Anders Bjo¨rkelund, Bernd Bohnet, Love Hafdell, and Pierre Nugues. 2010. A highperformance syntactic and semantic dependency parser. In Proc. of COLING.

    [Carreras and Ma`rquez2005] Xavier Carreras and Llu´ıs Ma`rquez. 2005. Introduction to the CoNLL-2005 shared task: Semantic role labeling. In Proc. of CoNLL.

    [Che et al.2008] Wanxiang Che, Zhenghua Li, Yuxuan Hu, Yongqiang Li, Bing Qin, Ting Liu, and Sheng Li. 2008. A cascaded syntactic and semantic dependency parsing system. In Proc. of CoNLL.

    [Che et al.2009] Wanxiang Che, Zhenghua Li, Yongqiang Li, Yuhang Guo, Bing Qin, and Ting Liu. 2009. Multilingual dependency-based syntactic and semantic parsing. In Proc. of CoNLL.

    [Ciaramita et al.2008] Massimiliano Ciaramita, Giuseppe Attardi, Felice Dell'Orletta, and Mihai Surdeanu. 2008. DeSRL: A linear-time semantic role labeling system. In Proc. of CoNLL.

    [Collobert et al.2011] Ronan Collobert, Jason Weston, Le´on Bottou, Michael Karlen, Koray Kavukcuoglu, and Pavel Kuksa. 2011. Natural language processing (almost) from scratch. Journal of Machine Learning Research, 12:2493-2537.

    [Dyer et al.2015] Chris Dyer, Miguel Ballesteros, Wang Ling, Austin Matthews, and Noah A. Smith. 2015. Transition-based dependency parsing with stack long short-term memory. In Proc. of ACL.

  • Related Research Results (3)
  • Metrics
Share - Bookmark