factored language model for statistical machine translation
Tài liệu Báo cáo khoa học: "A Localized Prediction Model for Statistical Machine Translation" ppt
Ngày tải lên :
20/02/2014, 15:20
... @us.ibm.com
Abstract
In this paper, we present a novel training
method for a localized phrase-based predic-
tion model for statistical machine translation
(SMT). The model predicts blocks with orien-
tation to handle ... Arabic-English translation task.
1 Introduction
In this paper, we present a block-based model for statis-
tical machine translation. A block is a pair of phrases
which are translations of each other. For ... pages 557–564,
Ann Arbor, June 2005.
c
2005 Association for Computational Linguistics
A Localized Prediction Model for Statistical Machine Translation
Christoph Tillmann and Tong Zhang
IBM T.J....
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Tài liệu Báo cáo khoa học: "Translation Model Adaptation for Statistical Machine Translation with Monolingual Topic Information" doc
Ngày tải lên :
19/02/2014, 19:20
... out-of-domain translation mod-
el for domain-specific translation task. In detail, we
build an adapted translation model in the following
steps:
• Build a topic-specific translation model to
quantify ... 2012.
c
2012 Association for Computational Linguistics
Translation Model Adaptation for Statistical Machine Translation with
Monolingual Topic Information
∗
Jinsong Su
1,2
, Hua Wu
3
, Haifeng Wang
3
, ... source
toolkit for statistical machine translation. In Proc. of
ACL 2007, Demonstration Session, pages 177-180.
Yang Liu, Qun Liu and Shouxun Lin. 2006. Tree-
to-String Alignment Template for Statistical Machine
Translation. ...
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Tài liệu Báo cáo khoa học: "A Ranking-based Approach to Word Reordering for Statistical Machine Translation" doc
Ngày tải lên :
19/02/2014, 19:20
... Phrase-Based
Model for Statistical Machine Translation. In Proc.
ACL, pages 263-270.
Michael Collins, Philipp Koehn and Ivona Kucerova.
2005. Clause restructuring for statistical machine
translation. ... Reordering for Statistical Ma-
chine Translation. In Proc. ACL, pages 720-727.
Yang Liu, Qun Liu, and Shouxun Lin. 2006. Tree-
to-String Alignment Template for Statistical Machine
Translation. ... Derived Rules for Improved Statistical Machine
Translation. In Proc. Coling, pages 1119-1127.
Chao Wang, Michael Collins, Philipp Koehn. 2007. Chi-
nese syntactic reordering for statistical machine...
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Tài liệu Báo cáo khoa học: "Bilingual Sense Similarity for Statistical Machine Translation" ppt
Ngày tải lên :
20/02/2014, 04:20
...
Disambiguation Improves Statistical Machine
Translation. In: Proceedings of ACL, Prague.
D. Chiang. 2005. A hierarchical phrase-based model
for statistical machine translation. In: Proceedings ...
Phrase Selection for SMT. In: Goutte et al (ed.),
Learning Machine Translation. MIT Press.
K. Gimpel and N. A. Smith. 2008. Rich Source-Side
Context for Statistical Machine Translation. In: ... used for esti-
mating the translation model. The second one is
the small data condition where only the FBIS
3
corpus is used to train the translation model. We
trained two language models:...
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Tài liệu Báo cáo khoa học: "Bucking the Trend: Large-Scale Cost-Focused Active Learning for Statistical Machine Translation" docx
Ngày tải lên :
20/02/2014, 04:20
... source toolkit for parsing-based
machine translation. In Proceedings of the Fourth
Workshop on Statistical Machine Translation, pages
135–139, Athens, Greece, March. Association for
Computational ... Association for Computational
Linguistics.
Gholamreza Haffari, Maxim Roy, and Anoop Sarkar.
2009. Active learning for statistical phrase-based
machine translation. In Proceedings of Human
Language ... pool
of foreign text, if available.
Our motivations for soliciting translations for
only parts of sentences are twofold, corresponding
to two possible cases. Case one is that a translation
model...
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Tài liệu Báo cáo khoa học: "Unsupervised Search for The Optimal Segmentation for Statistical Machine Translation" doc
Ngày tải lên :
20/02/2014, 04:20
... improves the translation per-
formance as measured by BLEU.
1 Introduction
In statistical machine translation (SMT), words
are normally considered as the building blocks of
translation models. However, ... Oflazer. 2006.
Initial explorations in English to Turkish statistical
machine translation. In Proceedings of the Work-
shop on Statistical Machine Translation, pages 7–
14, New York City, New York, ... 31–36,
Uppsala, Sweden, 13 July 2010.
c
2010 Association for Computational Linguistics
Unsupervised Search for The Optimal Segmentation for Statistical
Machine Translation
Cos¸kun Mermer
1,3
and Ahmet Afs¸ın...
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Tài liệu Báo cáo khoa học: "Corpus Expansion for Statistical Machine Translation with Semantic Role Label Substitution Rules" doc
Ngày tải lên :
20/02/2014, 04:20
... Assurance for Natural
Language Processing, pages 49–57, Columbus, Ohio,
June. Association for Computational Linguistics.
Philipp Koehn et al. 2007. Moses: Open source toolkit
for statistical machine translation. ... Association for Computational Linguistics:shortpapers, pages 294–298,
Portland, Oregon, June 19-24, 2011.
c
2011 Association for Computational Linguistics
Corpus Expansion for Statistical Machine Translation ... on Chinese-English
machine translation tasks and the performance is
comparable to system trained with larger manually
collected parallel corpus. While our experiments
were performed on Chinese-English,...
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Tài liệu Báo cáo khoa học: "Combination of Arabic Preprocessing Schemes for Statistical Machine Translation" ppt
Ngày tải lên :
20/02/2014, 11:21
... Analysis for Statistical
Machine Translation. In Proc. of NAACL, Boston,
MA.
Y. Lee. 2005. IBM Statistical Machine Translation for
Spoken Languages. In Proc. of International Work-
shop on Spoken Language ... for
Phrase-based Statistical Machine Translation Mod-
els. In Proc. of the Association for Machine Trans-
lation in the Americas (AMTA).
P. Koehn. 2004b. Statistical Significance Tests for
Machine Translation ... 2006.
c
2006 Association for Computational Linguistics
Combination of Arabic Preprocessing Schemes
for Statistical Machine Translation
Fatiha Sadat
Institute for Information Technology
National...
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Tài liệu Báo cáo khoa học: "Clause Restructuring for Statistical Machine Translation" ppt
Ngày tải lên :
20/02/2014, 15:20
... of features
for statistical machine translation. In Proceedings of HLT-
NAACL 2004.
Och, F. J., Tillmann, C., and Ney, H. (1999). Improved align-
ment models for statistical machine translation. ... Department
kucerova@mit.edu
Abstract
We describe a method for incorporating syntactic informa-
tion in statistical machine translation systems. The first step
of the method is to parse the source language string that is be-
ing ... 19(2):263–313.
Charniak, E., Knight, K., and Yamada, K. (2003). Syntax-based
language models for statistical machine translation. In Pro-
ceedings of the MT Summit IX.
Dubey, A. and Keller, F....
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Tài liệu Báo cáo khoa học: "Refined Lexicon Models for Statistical Machine Translation using a Maximum Entropy Approach" pptx
Ngày tải lên :
20/02/2014, 18:20
... outlined in
Section 3.
2 Statistical Machine Translation
The goal of the translation process in statisti-
cal machine translation can be formulated as fol-
lows: A source language string
is to be ... best hypothesis provided by the
translation system.
7 Conclusions
We have developed refined lexicon models for
statistical machine translation by using maximum
entropy models. We have been able to ... the lexicon models used in statistical
machine translation systems are only single-word
based, thatis one word in the source language cor-
responds to only one word in the target language.
Those...
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Tài liệu Báo cáo khoa học: "ADP based Search Algorithm for Statistical Machine Translation" docx
Ngày tải lên :
20/02/2014, 18:20
... experimental results for a bilingual cor-
pus are reported.
1.1 Statistical Machine Translation
In statistical machine translation, the goal of the
search strategy can be formulated as follows: ... the
models (stronger language model for the target lan-
guage, better translation model and especially more
training data) will have a strong impact on the qual-
ity of the produced translations. ... The underlying translation model is
Model 2
from (Brown et al., 1993).
(Wu, 1996) formulates a DP search for stochastic
bracketing transduction grammars. The bigram lan-
guage model is integrated...
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Tài liệu Báo cáo khoa học: "Bilingually Motivated Domain-Adapted Word Segmentation for Statistical Machine Translation" pptx
Ngày tải lên :
22/02/2014, 02:20
... 2009.
c
2009 Association for Computational Linguistics
Bilingually Motivated Domain-Adapted Word Segmentation
for Statistical Machine Translation
Yanjun Ma Andy Way
National Centre for Language Technology
School ... LDC seg-
menter
2
and Stanford segmenter version 2006-05-
11
3
. Both ICTCLAS and Stanford segmenters
utilise machine learning techniques, with Hidden
Markov Models for ICT (Zhang et al., 2003) ... observe that the ICT and Stanford segmenter
consistently outperform the LDC segmenter. Even
using 3M sentence pairs for training, the differ-
ences between them are still statistically signifi-
cant...
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- a discriminative latent variable model for statistical machine translation
- discriminative feature tied mixture modeling for statistical machine translation
- a probabilistic approach to syntaxbased reordering for statistical machine translation
- syntactic discriminative language model rerankers for statistical machine translation
- a hierarchical phrasebased model for statistical machine translation
- syntax based language models for statistical machine translation
- adaptation of the translation model for statistical machine translation based on information retrieval
- a localized prediction model for statistical machine translation