About: Integrating a Discriminative Classifier into Phrase-based and Hierarchical Decoding     Goto   Sponge   NotDistinct   Permalink

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Description
  • Current state-of-the-art statistical machine translation (SMT) relies on simple feature functions which make independence assumptions at the level of phrases or CFG rules. However, it is well-known that discriminative models can benefit from rich features extracted from the source sentence context outside of the applied phrase or CFG rule, which is available at decoding time. We present a framework for the open-source decoder Moses that allows discriminative models over source context to easily be trained on a large number of examples and then be included as feature functions in decoding.
  • Current state-of-the-art statistical machine translation (SMT) relies on simple feature functions which make independence assumptions at the level of phrases or CFG rules. However, it is well-known that discriminative models can benefit from rich features extracted from the source sentence context outside of the applied phrase or CFG rule, which is available at decoding time. We present a framework for the open-source decoder Moses that allows discriminative models over source context to easily be trained on a large number of examples and then be included as feature functions in decoding. (en)
Title
  • Integrating a Discriminative Classifier into Phrase-based and Hierarchical Decoding
  • Integrating a Discriminative Classifier into Phrase-based and Hierarchical Decoding (en)
skos:prefLabel
  • Integrating a Discriminative Classifier into Phrase-based and Hierarchical Decoding
  • Integrating a Discriminative Classifier into Phrase-based and Hierarchical Decoding (en)
skos:notation
  • RIV/00216208:11320/14:10289243!RIV15-MSM-11320___
http://linked.open...avai/riv/aktivita
http://linked.open...avai/riv/aktivity
  • P(LH12093), S
http://linked.open...iv/cisloPeriodika
  • 1
http://linked.open...vai/riv/dodaniDat
http://linked.open...aciTvurceVysledku
http://linked.open.../riv/druhVysledku
http://linked.open...iv/duvernostUdaju
http://linked.open...titaPredkladatele
http://linked.open...dnocenehoVysledku
  • 22167
http://linked.open...ai/riv/idVysledku
  • RIV/00216208:11320/14:10289243
http://linked.open...riv/jazykVysledku
http://linked.open.../riv/klicovaSlova
  • decoding; hierarchical; based; phrase; into; classifier; discriminative; integrating (en)
http://linked.open.../riv/klicoveSlovo
http://linked.open...odStatuVydavatele
  • CZ - Česká republika
http://linked.open...ontrolniKodProRIV
  • [D03B4621E795]
http://linked.open...i/riv/nazevZdroje
  • The Prague Bulletin of Mathematical Linguistics
http://linked.open...in/vavai/riv/obor
http://linked.open...ichTvurcuVysledku
http://linked.open...cetTvurcuVysledku
http://linked.open...vavai/riv/projekt
http://linked.open...UplatneniVysledku
http://linked.open...v/svazekPeriodika
  • 101
http://linked.open...iv/tvurceVysledku
  • Tamchyna, Aleš
  • Braune, Fabienne
  • Carpuat, Marine
  • Daumé III, Hal
  • Fraser, Alexander
  • Quirk, Chris
issn
  • 0032-6585
number of pages
http://localhost/t...ganizacniJednotka
  • 11320
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