Lingua-Align: An Experimental Toolbox for Automatic Tree-to-Tree Alignment

Tutkimustuotos: Artikkeli kirjassa/raportissa/konferenssijulkaisussaKonferenssiartikkeliTieteellinenvertaisarvioitu

Abstrakti

In this paper we present an experimental toolbox for automatic tree-to-tree alignment based on local classification andalignment in-ference. The aligner implements a recurrent architecture for structural prediction using history features and a sequential classificationprocedure. The discriminative base classifier uses a log-linear model which enables simple integration of various features extracted fromthe data. The Lingua-Align toolbox provides a flexible framework for feature extraction including contextual properties and implementsseveral alignment inference procedures. Various settingsand constraints can be controlled via a simple frontend or called from externalscripts. Lingua-Align supports different treebank formats and includes additional tools for conversion and evaluation. In our experimentswe can show that our tree aligner produces results with high quality and outperforms unsupervised techniques proposed otherwise. Italso integrates well with another existing tool for manual tree alignment which makes it possible to quickly integrate additional trainingmaterial and to run semi-automatic alignment strategies
Alkuperäiskielienglanti
OtsikkoProceedings of the International Conference on Language Resources and Evaluation, LREC 2010, 17-23 May 2010, Valletta, Malta
ToimittajatNicoletta Calzolari (Conference Chair), Khalid Choukri, Bente Maegaard, Joseph Mariani, Jan Odijk, Stelios Piperidis, Mike Rosner, Daniel Tapias
Sivumäärä8
KustantajaEuropean Language Resources Association (ELRA)
Julkaisupäivä1 toukok. 2010
Sivut736-743
ISBN (painettu)2-9517408-6-7
TilaJulkaistu - 1 toukok. 2010
Julkaistu ulkoisestiKyllä
OKM-julkaisutyyppiA4 Artikkeli konferenssijulkaisuussa
TapahtumaLREC 2010 - Malta, Malta
Kesto: 17 toukok. 201023 toukok. 2010

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