Turning on the Turbo: Fast Third-Order Non-Projective Turbo Parsers

نویسندگان

  • André F. T. Martins
  • Miguel B. Almeida
  • Noah A. Smith
چکیده

We present fast, accurate, direct nonprojective dependency parsers with thirdorder features. Our approach uses AD3, an accelerated dual decomposition algorithm which we extend to handle specialized head automata and sequential head bigram models. Experiments in fourteen languages yield parsing speeds competitive to projective parsers, with state-ofthe-art accuracies for the largest datasets (English, Czech, and German).

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تاریخ انتشار 2013