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Authors: Onur Görgün 1 ; Olcay Taner Yıldız 2 ; Ercan Solak 2 and Razieh Ehsani 2

Affiliations: 1 Alcatel-Lucent Teletaş Telekomünikasyon A.Ş., Turkey ; 2 Işık University, Turkey

Keyword(s): Machine Translation, Tree-based Translation.

Related Ontology Subjects/Areas/Topics: Applications ; Artificial Intelligence ; Knowledge Engineering and Ontology Development ; Knowledge-Based Systems ; Natural Language Processing ; Pattern Recognition ; Symbolic Systems

Abstract: In this paper, we report our tree based statistical translation study from English to Turkish. We describe our data generation process and report the initial results of tree-based translation under a simple model. For corpus construction, we used the Penn Treebank in the English side. We manually translated about 5K trees from English to Turkish under grammar constraints with adaptations to accommodate the agglutinative nature of Turkish morphology. We used a permutation model for subtrees together with a word to word mapping. We report BLEU scores under simple choices of inference algorithms.

CC BY-NC-ND 4.0

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Paper citation in several formats:
Görgün, O.; Yıldız, O.; Solak, E. and Ehsani, R. (2016). English-Turkish Parallel Treebank with Morphological Annotations and its Use in Tree-based SMT. In Proceedings of the 5th International Conference on Pattern Recognition Applications and Methods - ICPRAM; ISBN 978-989-758-173-1; ISSN 2184-4313, SciTePress, pages 510-516. DOI: 10.5220/0005653905100516

@conference{icpram16,
author={Onur Görgün. and Olcay Taner Yıldız. and Ercan Solak. and Razieh Ehsani.},
title={English-Turkish Parallel Treebank with Morphological Annotations and its Use in Tree-based SMT},
booktitle={Proceedings of the 5th International Conference on Pattern Recognition Applications and Methods - ICPRAM},
year={2016},
pages={510-516},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0005653905100516},
isbn={978-989-758-173-1},
issn={2184-4313},
}

TY - CONF

JO - Proceedings of the 5th International Conference on Pattern Recognition Applications and Methods - ICPRAM
TI - English-Turkish Parallel Treebank with Morphological Annotations and its Use in Tree-based SMT
SN - 978-989-758-173-1
IS - 2184-4313
AU - Görgün, O.
AU - Yıldız, O.
AU - Solak, E.
AU - Ehsani, R.
PY - 2016
SP - 510
EP - 516
DO - 10.5220/0005653905100516
PB - SciTePress