[PDF] Top 20 Tree based Hybrid Machine Translation

... The automatic post-editing approach proposed here does not exactly fit the classification of par- allel coupling approaches in Thurmair (2009). Other coupling architectures with post-editing work on words or phrases and ... See full document

... partly based: On the one hand, we enhance the set of 17 baseline features provided by the organisers with another 82 explicitly defined ...syntactic tree kernels to extract implicit features from ... See full document

... the translation correspond- ing to each segment given as an attribute to the encapsulating XML tag, similarly to the system described in (Smith and Clark, ... See full document

... Abstract The previous English-Korean MT system that was the transfer-based MT system and applied to only written text enumerated a following brief list of the problems that had not seeme[r] ... See full document

... French-to-English translation task, and the tech- nique has also proven effective in translation tasks between other European language pairs (Luong et ...are based on sequential ...of ... See full document

... a Tree-LSTM (Tai et al., 2015) over a constituency parse tree; Bastings et ...a hybrid approach in which trans- lations are scored by combining scores from an NMT system with scores from a Hiero ... See full document

... and tree- based decoding techniques, which take a tree or forest as input and choose the reordering and translation jointly (Yamada and Knight, 2001; Liu et ...both translation and ... See full document

... more than 250K sentence pairs, which consist of 6.3M English words. The corpus was drawn from the newswire texts available from LDC. 1 We used a 392-sentence development set with four refer- ences for parameter tuning, ... See full document

... The generation phase relies completely on the Moses system. Then, in the post processing step, a rule-based system is applied, based on lingusitically-enhanced information. It includes various types of ... See full document

... Rule based MT methodologies can be broadly classified as direct, transfer and Interlingua [9]. In direct methodology, there are no intermediate stages in the translation. It doesn’t use any complex rules or ... See full document

... In sentence A, we can see that the character-based models correctly translated the source word “micro” with the characters “ ”, while the word-based decoder requires the unknown replacement (Luong et al., ... See full document

... In the BTG system, the MaxEnt model is used as a binary classifier to predict reordering operations of neighbor translation blocks. As the baseline DM and our FDT-DM have different mechanisms on training instance ... See full document

... constituency tree-based translation (Huang and Knight, 2006; Ambati and Lavie, 2008; Wang et ...for machine translation resorting to self-training (Morishita et ... See full document

... the translation model perform ...soft translation alternatives to the translation model, which chooses the final version in accordance with its language ... See full document

... In the line of research closely related to our ap- proach, neural models are used as additional fea- tures in vanilla phrase-based systems. Examples include the work of (Devlin et al., 2014), (Junczys- Dowmunt et ... See full document

... Syntax-based machine translation (MT) is an attractive approach for introducing addi- tional linguistic knowledge in corpus-based ...that tree- to-string and string-to-tree ... See full document

... SMT based model for chunk translation and then aligned the source- target chunk pairs after validating the translated ...model based approach for Eng- lish—Chinese NE alignment which significantly ... See full document

... Current tree-based models that integrate lin- guistics and statistics, such as GHKM (Galley et ...learn translation rules (b) - (d) without the optional adjective or noun ... See full document

... parse tree/forest has two attractive properties as a representation of a source sentence in syntax-based ...a translation rule by exploiting the fine-grained syntactic description in the source parse ... See full document

... contiguous tree sequence pairs 1 , and find them use- less via real syntax-based translation ...one tree pair in the training data with its alignment information illustrated as ...syntactic ... See full document