[PDF] Top 20 Hierarchical System Combination for Machine Translation

... our hierarchical sys- tem combination ...allows combination on word, phrase and sentence ...glass-box combination, each MT sys- tem provides detailed information about the trans- lation ... See full document

... the system combination methods based on confusion networks developed rapidly (Bangalore et ...consensus translation can be obtained by selecting one word from each set to maximizing the overall ... See full document

... phrase-based translation models thanks to the reordering component of standard de- ...discontinuous translation units (CDTU) (Søgaard and Kuhn, 2009) and bon- bon configurations (Simard et ...phrase-based ... See full document

... of machine translation (MT) aims to develop computer systems which are able to translate between languages automatically, with- out human ...MT system from taking advan- tage of the knowledge of the ... See full document

... statistical machine translation (SMT), and found that a system which relied on characters performed slightly worse than when it used segmented words (Xu et ...Chinese translation output (Li et ... See full document

... single system scores on all ...the combination optimized for the corre- sponding ...timized combination has significantly higher BLEU score than the TER optimized ...baseline system which is ... See full document

... based machine translation (TRegMT) is both reducing the computational burden of the regression approach by reducing the dimension- ality of the training set and the feature set and also improving the ... See full document

... bining machine translations produced by different systems given the same ...follow system outputs in sentence order, switching between systems mid-sentence to produce a combined ...English system. ... See full document

... phrase-based translation, Galley and Manning (2008) introduced a hierarchical phrase orientation ...a hierarchical phrase-based machine translation ... See full document

... uses hierarchical phrases— phrases that contain ...based translation systems without any lin- guistic ...the hierarchical phrase- based model achieves a relative improve- ment of ... See full document

... Our proposed framework changes the hypothesis only locally. In the future, we plan to consider long-range information for better performance. Moreover, our system uses unselected hypotheses to decide which is the ... See full document

... a machine translation system can increase the speed and quality of professional hu- man translators (Guerberof, 2009; Plitt and Mas- selot, 2010; Green et ...that translation suggestions are ... See full document

... different system architectures, model components, system build parameters, de- coder hyperparameters, as well as data selection and weighting (Macherey and Och, 2007; DeNero et ...individual system ... See full document

... Arabic is a VSO (SVO in some cases) pro- drop language with rich templatic morphology, where words are made up of roots and affixes and clitics agglutinate to words. For prepro- cessing, a similar approach to that shown ... See full document

... the system combina- tion task of the sixth workshop on statistical machine translation (WMT ...linear combination of the component systems’ prob- ability distributions to search for the ... See full document

... a hierarchical phrase-based statistical machine translation system, with the TESLA metrics results in significantly better human- judged translation quality than the BLEU- tuned ...the ... See full document

... the translation quality they achieve is not better than Moses (Koehn et ...find translation mappings from source to target feature vectors and experiment with translating hotel front desk ... See full document

... equivalent translation hypotheses among member ...a translation hypergraph where the member systems can share their trans- lation ...same translation hypothesis, we just need to compute the ... See full document

... state-of-the-art system combination method for machine translation (MT) is based on confusion networks constructed by aligning hypotheses with regard to word ...novel system ... See full document

... of system combination, discrimi- native reranking or post editing, MT researchers (Rosti et ...hybrid combination architecture in order to con- sider more diverse fused ...fused translation, ... See full document