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Apidianaki, Marianna (3)
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Hits 1 – 3 of 3
1
Simplification Using Paraphrases and Context-Based Lexical Substitution
Kriz, Reno
;
Miltsakaki, Eleni
;
Apidianaki, Marianna
;
Callison-Burch, Chris
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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2
Automated Paraphrase Lattice Creation for HyTER Machine Translation Evaluation
Apidianaki, Marianna
;
Wisniewski, Guillaume
;
Cocos, Anne
...
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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3
Comparing Constraints for Taxonomic Organization
Cocos, Anne
;
Apidianaki, Marianna
;
Callison-Burch, Chris
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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