MT Research Survey Wiki
A Comprehensive Survey of Neural and Statistical Machine Translation Research Publications
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Neural machine Translation
Statistical Machine Translation
- Word Based Models
- Phrase Based Models
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Search Publications
Context Features
Standard phrase based models condition the generation of an output phrase solely on its aligned input phrase. However, a wider source context may give additional guidance.
Context Features is the main subject of 26 publications. 13 are discussed here.
Topics in PhraseBasedModels
Phrase Based Model Training | Phrase Based Model EM | Phrase Based Model Refinement | Context Features | Smoothing | Paraphrasing | Pruning Large Models | Suffix Arrays | Reordering Models | Phrase Based Vs EBMTPublications
Phrase translation may be informed by additional context features, for instance by applying methods used in word sense disambiguation
Marine Carpuat and Yihai Shen and Xiaofeng Yu and Dekai Wu (2006): Toward integrating word sense and entity disambiguation into statistical machine translation, Proc. of the International Workshop on Spoken Language Translation 
@inproceedings{Carpuat:2006:IWSLT,
author = {Marine Carpuat and Yihai Shen and Xiaofeng Yu and Dekai Wu},
title = {Toward integrating word sense and entity disambiguation into statistical machine translation},
url = {http://20.210-193-52.unknown.qala.com.sg/archive/iwslt\_06/papers/slt6\_037.pdf},
googlescholar = {11373792371528455811},
month = {November},
booktitle = {Proc. of the International Workshop on Spoken Language Translation},
address = {Kyoto, Japan},
year = 2006
}
author = {Marine Carpuat and Yihai Shen and Xiaofeng Yu and Dekai Wu},
title = {Toward integrating word sense and entity disambiguation into statistical machine translation},
url = {http://20.210-193-52.unknown.qala.com.sg/archive/iwslt\_06/papers/slt6\_037.pdf},
googlescholar = {11373792371528455811},
month = {November},
booktitle = {Proc. of the International Workshop on Spoken Language Translation},
address = {Kyoto, Japan},
year = 2006
}
Srinivas Bangalore and Stephan Kanthak and Patrick Haffner (2006): Finite-state transducer-based statistical machine translation using joint probabilities, Proc. of the International Workshop on Spoken Language Translation @inproceedings{Bangalore:2006:IWSLT,
author = {Srinivas Bangalore and Stephan Kanthak and Patrick Haffner},
title = {Finite-state transducer-based statistical machine translation using joint probabilities},
url = {http://20.210-193-52.unknown.qala.com.sg/archive/iwslt\_06/papers/slt6\_016.pdf},
googlescholar = {18287607466151575450},
month = {November},
booktitle = {Proc. of the International Workshop on Spoken Language Translation},
address = {Kyoto, Japan},
year = 2006
}
author = {Srinivas Bangalore and Stephan Kanthak and Patrick Haffner},
title = {Finite-state transducer-based statistical machine translation using joint probabilities},
url = {http://20.210-193-52.unknown.qala.com.sg/archive/iwslt\_06/papers/slt6\_016.pdf},
googlescholar = {18287607466151575450},
month = {November},
booktitle = {Proc. of the International Workshop on Spoken Language Translation},
address = {Kyoto, Japan},
year = 2006
}
Giménez, Jesús and Màrquez, Lluís (2007): Context-aware Discriminative Phrase Selection for Statistical Machine Translation, Proceedings of the Second Workshop on Statistical Machine Translation @InProceedings{gimenez-marquez:2007:WMT1,
author = {Gim\'{e}nez, Jes\'{u}s and M\`{a}rquez, Llu\'{i}s},
title = {Context-aware Discriminative Phrase Selection for Statistical Machine Translation},
booktitle = {Proceedings of the Second Workshop on Statistical Machine Translation},
month = {June},
address = {Prague, Czech Republic},
publisher = {Association for Computational Linguistics},
pages = {159--166},
url = {http://www.aclweb.org/anthology/W/W07/W07-0219},
year = 2007
}
author = {Gim\'{e}nez, Jes\'{u}s and M\`{a}rquez, Llu\'{i}s},
title = {Context-aware Discriminative Phrase Selection for Statistical Machine Translation},
booktitle = {Proceedings of the Second Workshop on Statistical Machine Translation},
month = {June},
address = {Prague, Czech Republic},
publisher = {Association for Computational Linguistics},
pages = {159--166},
url = {http://www.aclweb.org/anthology/W/W07/W07-0219},
year = 2007
}
Carpuat, Marine and Wu, Dekai (2007): Improving Statistical Machine Translation Using Word Sense Disambiguation, Proceedings of the 2007 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning (EMNLP-CoNLL) @InProceedings{carpuat-wu:2007:EMNLP-CoNLL2007,
author = {Carpuat, Marine and Wu, Dekai},
title = {Improving Statistical Machine Translation Using Word Sense Disambiguation},
booktitle = {Proceedings of the 2007 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning (EMNLP-CoNLL)},
pages = {61--72},
url = {http://www.aclweb.org/anthology/D/D07/D07-1007},
year = 2007
}
author = {Carpuat, Marine and Wu, Dekai},
title = {Improving Statistical Machine Translation Using Word Sense Disambiguation},
booktitle = {Proceedings of the 2007 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning (EMNLP-CoNLL)},
pages = {61--72},
url = {http://www.aclweb.org/anthology/D/D07/D07-1007},
year = 2007
}
Marine Carpuat and Dekai Wu (2007): Context-Dependent Phrasal Translation Lexicons for Statistical Machine Translation, Proceedings of the MT Summit XI @inproceedings{Carpuat:2007:MTSummit,
author = {Marine Carpuat and Dekai Wu},
title = {Context-Dependent Phrasal Translation Lexicons for Statistical Machine Translation},
url = {http://www2.cse.ust.hk/~dekai/library/WU\_Dekai/CarpuatWu\_MTSummit2007.pdf},
googlescholar = {17911931138967811487},
booktitle = {Proceedings of the {MT} Summit XI},
year = 2007
}
author = {Marine Carpuat and Dekai Wu},
title = {Context-Dependent Phrasal Translation Lexicons for Statistical Machine Translation},
url = {http://www2.cse.ust.hk/~dekai/library/WU\_Dekai/CarpuatWu\_MTSummit2007.pdf},
googlescholar = {17911931138967811487},
booktitle = {Proceedings of the {MT} Summit XI},
year = 2007
}
Ittycheriah, Abraham and Roukos, Salim (2007): Direct Translation Model 2, Human Language Technologies 2007: The Conference of the North American Chapter of the Association for Computational Linguistics; Proceedings of the Main Conference @InProceedings{ittycheriah-roukos:2007:main,
author = {Ittycheriah, Abraham and Roukos, Salim},
title = {Direct Translation Model 2},
booktitle = {Human Language Technologies 2007: The Conference of the North American Chapter of the Association for Computational Linguistics; Proceedings of the Main Conference},
month = {April},
address = {Rochester, New York},
publisher = {Association for Computational Linguistics},
pages = {57--64},
url = {http://www.aclweb.org/anthology/N/N07/N07-1008},
year = 2007
}
author = {Ittycheriah, Abraham and Roukos, Salim},
title = {Direct Translation Model 2},
booktitle = {Human Language Technologies 2007: The Conference of the North American Chapter of the Association for Computational Linguistics; Proceedings of the Main Conference},
month = {April},
address = {Rochester, New York},
publisher = {Association for Computational Linguistics},
pages = {57--64},
url = {http://www.aclweb.org/anthology/N/N07/N07-1008},
year = 2007
}
Hwang, Young-Sook and Sasaki, Yutaka (2005): Context-Dependent SMT Model using Bilingual Verb-Noun Collocation, Proceedings of the 43rd Annual Meeting of the Association for Computational Linguistics (ACL'05) @InProceedings{hwang-sasaki:2005:ACL,
author = {Hwang, Young-Sook and Sasaki, Yutaka},
title = {Context-Dependent {SMT} Model using Bilingual Verb-Noun Collocation},
booktitle = {Proceedings of the 43rd Annual Meeting of the Association for Computational Linguistics (ACL'05)},
month = {June},
address = {Ann Arbor, Michigan},
publisher = {Association for Computational Linguistics},
pages = {549--556},
url = {http://www.aclweb.org/anthology/P/P05/P05-1068},
year = 2005
}
author = {Hwang, Young-Sook and Sasaki, Yutaka},
title = {Context-Dependent {SMT} Model using Bilingual Verb-Noun Collocation},
booktitle = {Proceedings of the 43rd Annual Meeting of the Association for Computational Linguistics (ACL'05)},
month = {June},
address = {Ann Arbor, Michigan},
publisher = {Association for Computational Linguistics},
pages = {549--556},
url = {http://www.aclweb.org/anthology/P/P05/P05-1068},
year = 2005
}
Sun, Jiadong and Zhao, Tiejun and Liang, Huashen (2007): Meta-Structure Transformation Model for Statistical Machine Translation, Proceedings of the Second Workshop on Statistical Machine Translation @InProceedings{sun-zhao-liang:2007:WMT,
author = {Sun, Jiadong and Zhao, Tiejun and Liang, Huashen},
title = {Meta-Structure Transformation Model for Statistical Machine Translation},
booktitle = {Proceedings of the Second Workshop on Statistical Machine Translation},
month = {June},
address = {Prague, Czech Republic},
publisher = {Association for Computational Linguistics},
pages = {64--71},
url = {http://www.aclweb.org/anthology/W/W07/W07-0209},
year = 2007
}
author = {Sun, Jiadong and Zhao, Tiejun and Liang, Huashen},
title = {Meta-Structure Transformation Model for Statistical Machine Translation},
booktitle = {Proceedings of the Second Workshop on Statistical Machine Translation},
month = {June},
address = {Prague, Czech Republic},
publisher = {Association for Computational Linguistics},
pages = {64--71},
url = {http://www.aclweb.org/anthology/W/W07/W07-0209},
year = 2007
}
Gimpel, Kevin and Smith, Noah A. (2008): Rich Source-Side Context for Statistical Machine Translation, Proceedings of the Third Workshop on Statistical Machine Translation @InProceedings{gimpel-smith:2008:WMT,
author = {Gimpel, Kevin and Smith, Noah A.},
title = {Rich Source-Side Context for Statistical Machine Translation},
booktitle = {Proceedings of the Third Workshop on Statistical Machine Translation},
month = {June},
address = {Columbus, Ohio},
publisher = {Association for Computational Linguistics},
pages = {9--17},
url = {http://www.aclweb.org/anthology/W/W08/W08-0302},
year = 2008
}
author = {Gimpel, Kevin and Smith, Noah A.},
title = {Rich Source-Side Context for Statistical Machine Translation},
booktitle = {Proceedings of the Third Workshop on Statistical Machine Translation},
month = {June},
address = {Columbus, Ohio},
publisher = {Association for Computational Linguistics},
pages = {9--17},
url = {http://www.aclweb.org/anthology/W/W08/W08-0302},
year = 2008
}
Chan, Yee Seng and Ng, Hwee Tou and Chiang, David (2007): Word Sense Disambiguation Improves Statistical Machine Translation, Proceedings of the 45th Annual Meeting of the Association of Computational Linguistics @InProceedings{chan-ng-chiang:2007:ACLMain,
author = {Chan, Yee Seng and Ng, Hwee Tou and Chiang, David},
title = {Word Sense Disambiguation Improves Statistical Machine Translation},
booktitle = {Proceedings of the 45th Annual Meeting of the Association of Computational Linguistics},
month = {June},
address = {Prague, Czech Republic},
publisher = {Association for Computational Linguistics},
pages = {33--40},
url = {http://www.aclweb.org/anthology/P/P07/P07-1005},
year = 2007
}
author = {Chan, Yee Seng and Ng, Hwee Tou and Chiang, David},
title = {Word Sense Disambiguation Improves Statistical Machine Translation},
booktitle = {Proceedings of the 45th Annual Meeting of the Association of Computational Linguistics},
month = {June},
address = {Prague, Czech Republic},
publisher = {Association for Computational Linguistics},
pages = {33--40},
url = {http://www.aclweb.org/anthology/P/P07/P07-1005},
year = 2007
}
Xiong, Deyi and Zhang, Min and Aw, Aiti and Li, Haizhou (2008): Linguistically Annotated BTG for Statistical Machine Translation, Proceedings of the 22nd International Conference on Computational Linguistics (Coling 2008) mentioned in Context Features and Reordering Models@InProceedings{xiong-EtAl:2008:PAPERS,
author = {Xiong, Deyi and Zhang, Min and Aw, Aiti and Li, Haizhou},
title = {Linguistically Annotated {BTG} for Statistical Machine Translation},
booktitle = {Proceedings of the 22nd International Conference on Computational Linguistics (Coling 2008)},
month = {August},
address = {Manchester, UK},
publisher = {Coling 2008 Organizing Committee},
pages = {1009--1016},
url = {http://www.aclweb.org/anthology/C08-1127},
year = 2008
}
author = {Xiong, Deyi and Zhang, Min and Aw, Aiti and Li, Haizhou},
title = {Linguistically Annotated {BTG} for Statistical Machine Translation},
booktitle = {Proceedings of the 22nd International Conference on Computational Linguistics (Coling 2008)},
month = {August},
address = {Manchester, UK},
publisher = {Coling 2008 Organizing Committee},
pages = {1009--1016},
url = {http://www.aclweb.org/anthology/C08-1127},
year = 2008
}
He, Zhongjun and Liu, Qun and Lin, Shouxun (2008): Improving Statistical Machine Translation using Lexicalized Rule Selection, Proceedings of the 22nd International Conference on Computational Linguistics (Coling 2008) @InProceedings{he-liu-lin:2008:PAPERS,
author = {He, Zhongjun and Liu, Qun and Lin, Shouxun},
title = {Improving Statistical Machine Translation using Lexicalized Rule Selection},
booktitle = {Proceedings of the 22nd International Conference on Computational Linguistics (Coling 2008)},
month = {August},
address = {Manchester, UK},
publisher = {Coling 2008 Organizing Committee},
pages = {321--328},
url = {http://www.aclweb.org/anthology/C08-1041},
year = 2008
}
author = {He, Zhongjun and Liu, Qun and Lin, Shouxun},
title = {Improving Statistical Machine Translation using Lexicalized Rule Selection},
booktitle = {Proceedings of the 22nd International Conference on Computational Linguistics (Coling 2008)},
month = {August},
address = {Manchester, UK},
publisher = {Coling 2008 Organizing Committee},
pages = {321--328},
url = {http://www.aclweb.org/anthology/C08-1041},
year = 2008
}
Liu, Zhanyi and Wang, Haifeng and Wu, Hua and Li, Sheng (2010): Improving Statistical Machine Translation with Monolingual Collocation, Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics mentioned in Word Alignment Based On Coocurrence and Context Features@InProceedings{liu-EtAl:2010:ACL,
author = {Liu, Zhanyi and Wang, Haifeng and Wu, Hua and Li, Sheng},
title = {Improving Statistical Machine Translation with Monolingual Collocation},
booktitle = {Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics},
month = {July},
address = {Uppsala, Sweden},
publisher = {Association for Computational Linguistics},
pages = {825--833},
url = {http://www.aclweb.org/anthology/P10-1085},
year = 2010
}
author = {Liu, Zhanyi and Wang, Haifeng and Wu, Hua and Li, Sheng},
title = {Improving Statistical Machine Translation with Monolingual Collocation},
booktitle = {Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics},
month = {July},
address = {Uppsala, Sweden},
publisher = {Association for Computational Linguistics},
pages = {825--833},
url = {http://www.aclweb.org/anthology/P10-1085},
year = 2010
}
Benchmarks
Discussion
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author = {Servan, Christophe and Dymetman, Marc},
title = {{Adaptation par enrichissement terminologique en traduction automatique statistique fond{\'e}e sur la g{\'e}n{\'e}ration et le filtrage de bi-segments virtuels}},
url = {https://hal.archives-ouvertes.fr/hal-01157850},
booktitle = {{22{\`e}me Conf{\'e}rence sur le Traitement Automatique des Langues Naturelles}},
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organization = {{ATALA}},
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pdf = {https://hal.archives-ouvertes.fr/hal-01157850/file/terminology-final-version.pdf},
hal\_id = {hal-01157850},
hal\_version = {v1},
year = 2015
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pages = {28-41},
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volume = {1},
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