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21
Simplification Using Paraphrases and Context-Based Lexical Substitution
In: Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies ; https://hal.archives-ouvertes.fr/hal-01838519 ; Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Association for Computational Linguistics, Jun 2018, Nouvelle Orléans, United States (2018)
Abstract: International audience ; Lexical simplification involves identifying complex words or phrases that need to be simplified, and recommending simpler meaning-preserving substitutes that can be more easily understood. We propose a complex word identification (CWI) model that exploits both lexical and contextual features, and a simplification mechanism which relies on a word-embedding lexical substitution model to replace the detected complex words with simpler paraphrases. We compare our CWI and lexical simplification models to several baselines, and evaluate the performance of our simplification system against human judgments. The results show that our models are able to detect complex words with higher accuracy than other commonly used methods, and propose good simplification substitutes in context. They also highlight the limited contribution of context features for CWI, which nonetheless improve simplification compared to context-unaware models.
Keyword: [INFO.INFO-CL]Computer Science [cs]/Computation and Language [cs.CL]; [INFO]Computer Science [cs]; lexical substitution; paraphrases; simplification
URL: https://hal.archives-ouvertes.fr/hal-01838519
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22
Automated Paraphrase Lattice Creation for HyTER Machine Translation Evaluation
In: Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies ; https://hal.archives-ouvertes.fr/hal-01838521 ; Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Association for Computational Linguistics Jun 2018, Nouvelle Orléans, United States (2018)
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23
Comparing Constraints for Taxonomic Organization
In: Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies ; https://hal.archives-ouvertes.fr/hal-01838520 ; Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Association for Computational Linguistics Jun 2018, Nouvelle Orléans, United States (2018)
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24
Mapping the Paraphrase Database to WordNet
In: Conference on Lexical and Computational Semantics ; https://hal.archives-ouvertes.fr/hal-01838527 ; Conference on Lexical and Computational Semantics, Aug 2017, Vancouver, Canada (2017)
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25
Learning Antonyms with Paraphrases and a Morphology-aware Neural Network
In: Conference on Lexical and Computational Semantics ; https://hal.archives-ouvertes.fr/hal-01838526 ; Conference on Lexical and Computational Semantics, Aug 2017, Vancouver, Canada (2017)
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26
Word Sense Filtering Improves Embedding-Based Lexical Substitution
In: Conference of the European Chapter of the Association for Computational Linguistics ; https://hal.archives-ouvertes.fr/hal-01838524 ; Conference of the European Chapter of the Association for Computational Linguistics , Apr 2017, Valencia, Spain (2017)
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27
Learning Translations via Matrix Completion
In: Conference on Empirical Methods in Natural Language Processing ; https://hal.archives-ouvertes.fr/hal-01838532 ; Conference on Empirical Methods in Natural Language Processing, Sep 2017, Copenhagen, Denmark (2017)
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28
KnowYourNyms? A Game of Semantic Relationships
In: Conference on Empirical Methods in Natural Language Processing ; https://hal.archives-ouvertes.fr/hal-01838528 ; Conference on Empirical Methods in Natural Language Processing, Sep 2017, Copenhagen, Denmark (2017)
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29
Use of Modality and Negation in Semantically-Informed Syntactic MT ...
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30
Fisher and CALLHOME Spanish--English Speech Translation
Post, Matt; Kumar, Gaurav; Lopez, Adam. - : Linguistic Data Consortium, 2014. : https://www.ldc.upenn.edu, 2014
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31
FEATURE-DRIVEN QUESTION ANSWERING WITH NATURAL LANGUAGE ALIGNMENT
Yao, Xuchen. - 2014
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32
Using Comparable Corpora to Augment Statistical Machine Translation Models in Low Resource Settings
Irvine, Ann. - 2014
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33
Bucking the Trend: Large-Scale Cost-Focused Active Learning for Statistical Machine Translation ...
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34
Fisher and CALLHOME Spanish--English Speech Translation ...
Post, Matt; Kumar, Gaurav; Lopez, Adam. - : Linguistic Data Consortium, 2014
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35
Semantically-Informed Syntactic Machine Translation: A Tree-Grafting Approach ...
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36
Dirt cheap web-scale parallel text from the Common Crawl ...
Smith, Jason R; Saint-Amand, Herve; Plamada, Magdalena. - : Association for Computational Linguistics, 2013
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37
Dirt cheap web-scale parallel text from the Common Crawl
In: Smith, Jason R; Saint-Amand, Herve; Plamada, Magdalena; Koehn, Philipp; Callison-Burch, Chris; Lopez, Adam (2013). Dirt cheap web-scale parallel text from the Common Crawl. In: 51st Annual Meeting of the Association for Computational Linguistics, Sofia, Bulgaria, August 2013. Association for Computational Linguistics, 1374-1383. (2013)
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38
Use of Modality and Negation in Semantically-Informed Syntactic MT
In: DTIC (2012)
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39
Use of Modality and Negation in Semantically-Informed Syntactic MT
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40
Incremental Syntactic Language Models for Phrase-Based Translation
In: DTIC (2011)
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