An heuristic-based context-free parsing algorithm

  • Authors:
  • Ana L. N. Fred;José M. N. Leitão

  • Affiliations:
  • Centro de Análise e Processamento de Sinais, Instituto Superior Técnico, Lisboa Cedex, Portugal;Centro de Análise e Processamento de Sinais, Instituto Superior Técnico, Lisboa Cedex, Portugal

  • Venue:
  • ICASSP'93 Proceedings of the 1993 IEEE international conference on Acoustics, speech, and signal processing: speech processing - Volume II
  • Year:
  • 1993

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Abstract

This paper presents an heuristic-based parsang algorithm for general stochastic context-free grammars. The algorithm is basically a top-down parser that combines an extension of the A* search paradigm with a constraint satisfaction procedure Heuristics are used to increase the lakelihood of making a correct choice while constraint satisfaction eliminates states that cannot lead to a solution. Two simple heuristics are introduced ensuring convergence to the solution and guaranteeing the choice of the most probable parsing in case of ambiguous grammars. A comparison of the proposed parser with Earley's algorithm on four different grammars is presented.