@inproceedings{avraham-goldberg-2017-interplay,
title = "The Interplay of Semantics and Morphology in Word Embeddings",
author = "Avraham, Oded and
Goldberg, Yoav",
editor = "Lapata, Mirella and
Blunsom, Phil and
Koller, Alexander",
booktitle = "Proceedings of the 15th Conference of the {E}uropean Chapter of the Association for Computational Linguistics: Volume 2, Short Papers",
month = apr,
year = "2017",
address = "Valencia, Spain",
publisher = "Association for Computational Linguistics",
url = "https://aclanthology.org/E17-2067/",
pages = "422--426",
abstract = "We explore the ability of word embeddings to capture both semantic and morphological similarity, as affected by the different types of linguistic properties (surface form, lemma, morphological tag) used to compose the representation of each word. We train several models, where each uses a different subset of these properties to compose its representations. By evaluating the models on semantic and morphological measures, we reveal some useful insights on the relationship between semantics and morphology."
}
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%0 Conference Proceedings
%T The Interplay of Semantics and Morphology in Word Embeddings
%A Avraham, Oded
%A Goldberg, Yoav
%Y Lapata, Mirella
%Y Blunsom, Phil
%Y Koller, Alexander
%S Proceedings of the 15th Conference of the European Chapter of the Association for Computational Linguistics: Volume 2, Short Papers
%D 2017
%8 April
%I Association for Computational Linguistics
%C Valencia, Spain
%F avraham-goldberg-2017-interplay
%X We explore the ability of word embeddings to capture both semantic and morphological similarity, as affected by the different types of linguistic properties (surface form, lemma, morphological tag) used to compose the representation of each word. We train several models, where each uses a different subset of these properties to compose its representations. By evaluating the models on semantic and morphological measures, we reveal some useful insights on the relationship between semantics and morphology.
%U https://aclanthology.org/E17-2067/
%P 422-426
Markdown (Informal)
[The Interplay of Semantics and Morphology in Word Embeddings](https://aclanthology.org/E17-2067/) (Avraham & Goldberg, EACL 2017)
ACL
- Oded Avraham and Yoav Goldberg. 2017. The Interplay of Semantics and Morphology in Word Embeddings. In Proceedings of the 15th Conference of the European Chapter of the Association for Computational Linguistics: Volume 2, Short Papers, pages 422–426, Valencia, Spain. Association for Computational Linguistics.