Abstract
| Original language | Undefined/Unknown |
|---|---|
| Title of host publication | Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers) |
| Place of Publication | Vancouver, Canada |
| Publisher | Association for Computational Linguistics (ACL) |
| Pages | 666-671 |
| Number of pages | 6 |
| Publication status | Published - Jul 1 2017 |
Cite this
Character-Aware Neural Morphological Disambiguation. / Toleu, Alymzhan; Tolegen, Gulmira; Makazhanov, Aibek.
Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers). Vancouver, Canada : Association for Computational Linguistics (ACL), 2017. p. 666-671.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
}
TY - GEN
T1 - Character-Aware Neural Morphological Disambiguation
AU - Toleu, Alymzhan
AU - Tolegen, Gulmira
AU - Makazhanov, Aibek
PY - 2017/7/1
Y1 - 2017/7/1
N2 - We develop a language-independent, deep learning-based approach to the task of morphological disambiguation. Guided by the intuition that the correct analysis should be ``most similar'' to the context, we propose dense representations for morphological analyses and surface context and a simple yet effective way of combining the two to perform disambiguation. Our approach improves on the language-dependent state of the art for two agglutinative languages (Turkish and Kazakh) and can be potentially applied to other morphologically complex languages.
AB - We develop a language-independent, deep learning-based approach to the task of morphological disambiguation. Guided by the intuition that the correct analysis should be ``most similar'' to the context, we propose dense representations for morphological analyses and surface context and a simple yet effective way of combining the two to perform disambiguation. Our approach improves on the language-dependent state of the art for two agglutinative languages (Turkish and Kazakh) and can be potentially applied to other morphologically complex languages.
M3 - Conference contribution
SP - 666
EP - 671
BT - Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers)
PB - Association for Computational Linguistics (ACL)
CY - Vancouver, Canada
ER -