Title :
Reordering pPhrase-based machine translation over chunks
Author :
Van Nguyen, V. ; Thai Phuong Nguyen ; Shimazu, Akira ; Minh Le Nguyen
Author_Institution :
Japan Adv. Inst. of Sci. & Technol., Ishikawa
Abstract :
The paper presents a new method for reordering in phrase based statistical machine translation (PBMT). Our method is based on previous chunk-level reordering methods for PBMT. First, we parse the source language sentence to a chunk tree, according to the method developed by [16]. Second, we apply a series of transformation rules which are learnt automatically from the parallel corpus to the chunk tree over chunk level. Finally, we integrate a global reordering model directly in a decoder as a graph of phrases, and solve the overlapping phrase and chunk problem. The experimental results with English-Vietnamese pairs show that our method outperforms the baseline PBMT in both accuracy and speed.
Keywords :
language translation; statistical analysis; trees (mathematics); English-Vietnamese pairs; chunk tree; chunk-level reordering methods; global reordering model; phrase-based machine translation reordering; source language sentence; statistical machine translation; Buildings; Data preprocessing; Decoding; Entropy; Morphology; Robustness; Surface-mount technology; Tree data structures; Tree graphs;
Conference_Titel :
Research, Innovation and Vision for the Future, 2008. RIVF 2008. IEEE International Conference on
Conference_Location :
Ho Chi Minh City
Print_ISBN :
978-1-4244-2379-8
Electronic_ISBN :
978-1-4244-2380-4
DOI :
10.1109/RIVF.2008.4586342