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Hits 1 – 2 of 2
1
Learning Antonyms with Paraphrases and a Morphology-aware Neural Network
Rajana, Sneha
;
Callison-Burch, Chris
;
Apidianaki, Marianna
;
Shwartz, Vered
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)
Abstract:
International audience ; Recognizing and distinguishing antonyms from other types of semantic relations is an essential part of language understanding systems. In this paper, we present a novel method for deriving antonym pairs using paraphrase pairs containing negation markers. We further propose a neural network model, AntNET, that integrates morphological features indicative of antonymy into a path-based relation detection algorithm. We demonstrate that our model outperforms state-of-the-art models in distinguishing antonyms from other semantic relations and is capable of efficiently handling multi-word expressions.
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[INFO.INFO-CL]Computer Science [cs]/Computation and Language [cs.CL]
;
[INFO]Computer Science [cs]
;
antonym
;
neural network
;
paraphrasing
URL:
https://hal.archives-ouvertes.fr/hal-01838526
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2
KnowYourNyms? A Game of Semantic Relationships
Mechanic, Ross
;
Fulgoni, Dean
;
Cutler, Hannah
...
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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