A Genetic Programming Experiment in Natural Language Grammar Engineering

Created by W.Langdon from gp-bibliography.bib Revision:1.3973

@InProceedings{conf/tsd/Junczys-Dowmunt12a,
  author =       "Marcin Junczys-Dowmunt",
  title =        "A Genetic Programming Experiment in Natural Language
                 Grammar Engineering",
  booktitle =    "Proceedings of the 15th International Conference on
                 Text, Speech and Dialogue, TSD 2012",
  year =         "2012",
  editor =       "Petr Sojka and Ales Horak and Ivan Kopecek and 
                 Karel Pala",
  volume =       "7499",
  series =       "Lecture Notes in Computer Science",
  pages =        "336--344",
  address =      "Brno, Czech Republic",
  month =        sep # " 3-7",
  publisher =    "Springer",
  keywords =     "genetic algorithms, genetic programming, NLP, Shallow
                 parsing natural language grammar engineering,
                 treebank",
  isbn13 =       "978-3-642-32789-6",
  DOI =          "doi:10.1007/978-3-642-32790-2_41",
  bibdate =      "2012-08-11",
  bibsource =    "DBLP,
                 http://dblp.uni-trier.de/db/conf/tsd/tsd2012.html#Junczys-Dowmunt12a",
  size =         "9 pages",
  abstract =     "This paper describes an experiment in grammar
                 engineering for a shallow syntactic parser using
                 Genetic Programming and a treebank. The goal of the
                 experiment is to improve the Parseval score of a
                 previously manually created seed grammar. We illustrate
                 the adaptation of the Genetic Programming paradigm to
                 the problem of grammar engineering. The used genetic
                 operators are described. The performance of the evolved
                 grammar after 1,000 generations on an unseen test set
                 is improved by 2.7 points F-score (3.7 points on the
                 training set). Despite the large number of generations
                 no overfitting effect is observed.",
  notes =        "Variable arity genetic operators. French treebank
                 15000 for training 6000 heldout. max grammar size 25000
                 nodes",
}

Genetic Programming entries for Marcin Junczys-Dowmunt

Citations