[PDF] Top 20 Dependency Based Bracketing Transduction Grammar for Statistical Machine Translation

... and dependency- output systems (Eisner, 2003; Lin, 2004; Ding and Palmer, 2005; Quirk et ...the dependency-output systems provide a simpler platform to capture the target-side syntac- tic information, while ... See full document

... phrase- based system without adding heavy computational complexity to the ...the dependency tree as ...source-side grammar is deter- mined on the fly for each sentence based on a ... See full document

... The approach employs the stochastic bracketing transduction grammar SBTG model we recently introduced to replace earlier word alignment channel models, while retaining a bigram language [r] ... See full document

... our grammar (Section 3), present our rule acquisition algorithm (Section 4), our model (Section 5) and decoding algorithm (Sec- tion ...source dependency tree based model catches up with and ... See full document

... Syntax-based machine translation, in which the transfer is achieved from and/or to the level of syntax, has become widely used in the statisti- cal machine translation community (Bojar ... See full document

... linear transduction grammars (LTGs) with ITGs (Saers, Nivre and ...phrase-based translation models include studies by Jiang, Du and Way; by Cao, Finch and Sumita; by Kolachina, Venkatapathy, ... See full document

... quasi-synchronous dependency grammar for MT and they are similar to our idea of doing transfer of dependency syntax in a non-synchronous ...the translation as monolingual lattice parsing. As ... See full document

... usually based on the matching of words in the translation hypothesis to words in one or sev- eral human reference translations in some way, as is done by Bleu (Papineni et ...2009), dependency ... See full document

... syntax- based statistical translation model that yields baseline re- sults which compete successfully with other state-of-the- art SMT ...lexical translation coercion models into this full SMT ... See full document

... string based approaches than for approaches that require syntactic ...phrase based statistical MT models and then projected the alignments back to the parse ... See full document

... by the WSD system were used for each sentence. When limited to the set of 374 sentences which were judged by the Collins sign-test to have better translations from Hiero+WSD than from Hiero, a higher number (11.14) of ... See full document

... treelet translation, that extracts tree- lets, ...source dependency is projected onto the target language sentence in order to extract treelet trans- lation ...its dependency tree made of ... See full document

... works, machine translation has been previously used for grammar ...phrasal based MT for noun correc- tion of ESL ...correct grammar in their native languages. Mizumoto (2012) also used ... See full document

... phrase translation candidates at ...phrase translation from the ...phrase translation table that often grows almost linearly over the phrase length limit ... See full document

... Chinese-to-English translation, we use the parallel data from NIST Open Machine Translation Evaluation ...tri-gram dependency LM on the English dependency structures of the training ... See full document

... We have assumed a completely unsupervised way of inducing POS tags in dependency trees. An- other realistic scenario is to refine the existing POS tags (Finkel et al., 2007; Liang et al., 2007) so that each ... See full document

... RULE BASED MACHINE TRANSLATION A rule based machine translation system consists of collection of rules called grammar rules, lexicon and software programs to process the ... See full document

... a machine translation task, where an SCFG is used to model the translation of an NL into a formal meaning-representation lan- guage ...uses statistical models developed for syntax-based ... See full document

... In statistical machine translation (SMT) reorder- ing (also called distortion) refers to the order in which source words are translated to generate the translation in the target ...English ... See full document

... We conceived of the assignment as one in which stu- dents could apply machine learning or feature engi- neering to the task of reranking the systems, so we provided several tools. The first of these, learn, was a ... See full document