[PDF] Top 20 Syntax Augmented Machine Translation using Syntax Label Clustering

... of translation because of the large number of rules, especially when syntax labels are projected from a parser in syntax-augmented machine ...a syntax-label clus- tering ... See full document

... on machine learning techniques to capture the phenomenon and generally finds it difficult to capture edge cases; instead the focus is on capturing the common cases (fat head ) of the ...of syntax, semantics ... See full document

... The first work that addressed AMR parsing was that of Flanigan et al. (2014). In that work, mul- tiple discriminatively trained models are used to identify individual concept instances and then a minimum spanning tree ... See full document

... incorrect translation, generated by the N - gram system, is an erroneous grammatical form selection, ...correct translation but cannot choose the correct ... See full document

... annotators using a tree editor, Tred (Pajas and Fabian, 2011), on data that was preprocessed using MST ...For machine translation experiments later in the ... See full document

... two translation hypotheses that exploits the projection of SRL from a sentence to its translation using word ...two translation models: 1) translations of proposi- tion labelling sequences in ... See full document

... the syntax-based hybrid system that combines all three ...fluent translation”, “most precise translation”, “neither most fluent, nor most precise”, or “both most fluent and most ...a ... See full document

... neural machine trans- lation (NMT) has certain capability of im- plicitly learning syntactic information of source sentences, this paper shows that source syntax can be explicitly incorpo- rated into NMT ... See full document

... system’s translation of part of newstest2009 sentence ...in translation are shown above each phrase, where numerical superscripts on the nonterminal labels indicate those constituents’ relative ordering in ... See full document

... this translation model al- ready proved to be useful when translating from English into German, Chinese, and Arabic as demonstrated by Seemann et ...suited syntax-based translation model for those ... See full document

... used syntax to augment the word representations in both RNN-based and Transformer-based NMT; this was done by concatenating the hidden states of a dependency parser with the NMT word embed- ...side syntax, ... See full document

... of label collapsing on reducing derivational ambiguity, as labeled variants of the same basic structural rule were progressively ...each label is ...total label set: from 47% in the baseline gram- ... See full document

... of label collapsing to a baseline MT system, we found significantly im- proved automatic metric results even when the size of the joint label set had been reduced by ...level, label collaps- ing ... See full document

... We have demonstrated that relabeling syntax trees for use in syntax-based machine translation can sig- nificantly boost translation performance. It is naïve to assume that linguistic ... See full document

... in syntax-based Statistical Machine ...models using both tree-to-string and tree-to-tree approaches. Translation and language models will be represented mainly through the use of Tree Automata ... See full document

... pairs using measures of similarity and the ex- istence of word alignments and with more relaxed well- formedness constraints, with the intention of implementing it on data sets that are already aligned by ... See full document

... that translation quality of English-Japanese PBMT is significantly improved using a transla- tion model learned by English sentences prepro- cessed by Head Finalization and Japanese sen- ...chine ... See full document

... not using their local context in the string, as in traditional language models, but instead using the deeper context of a ...deep syntax language mod- els providing an interesting comparison with the ... See full document

... One of the theoretical problems with phrase based SMT models is that they can not effectively model the discontiguous translations and numerous at- tempts have been made on this issue (Simard et al., 2005; Quirk and ... See full document

... the translation process but also compromises the translation per- formance since as shown in our experiments the large tree fragment rules are also very ... See full document