[PDF] Top 20 Transliteration Using a Phrase Based Statistical Machine Translation System to Re Score the Output of a Joint Multigram Model

... The system presented in this paper uses a combination of two techniques to directly transliterate from grapheme to ...hypothesis re- scoring to integrate the models of two state- of-the-art techniques: ... See full document

... alignment model for Phrase-Based Statistical Machine translation ...alignment model provides most informative alignment links which are offered by both un- supervised and ... See full document

... machine transliteration. The Manipuri NE is divided into Transliteration Units (TU) with patterns C+M?, where C represents a consonant or a vowel or a conjunct and M represents the vowel modifier or ... See full document

... baseline system, we chose the frequency- based cutoff method, which is one of the most widely used filtering ...BLEU score is also deteriorated ...tasks: phrase reduction, hierarchical rule ... See full document

... baseline system we used for comparison was Pharaoh (Koehn et ...guage model (same as above), p( ¯ f | ¯e), p(¯e | f ), lex- ¯ ical weighting (both directions), distortion model, word penalty, and ... See full document

... standard phrase- based machine translation decoder that operates according to the same principles as the publicly available PHARAOH (Koehn, 2004) and MOSES (Koehn et ...distortion ... See full document

... WSD model into phrase-based SMT so as to per- form multi-word phrasal lexical disambiguation, and show that this new WSD approach not only produces gains across all available Chinese-English IWSLT06 ... See full document

... Recently, phrase-based translation approaches became more and more ...template system in (Och et ...simple phrase-based approach is described that served as starting point for ... See full document

... the transliteration system. Their system was intended to transliterate from the output of an OCR system, and must therefore be robust to errors in the input, whereas our system ... See full document

... language using rule based approach. The proposed transliteration scheme uses grapheme based method to model the transliteration ...demonstrated transliteration from ... See full document

... of using a PBMT system as an automated ...raw machine-translation output, along with its human-post-edited counterpart, we can train the system to translate from the former into ... See full document

... language model, the Joshua MT system uses KenLM (Heafield, 2011) toolkit or ...lation model. At the end of tuning, the system obtains the optimized parameters that can be de- ployed into the ... See full document

... adaptation based on the native language (L1) of writers, despite the marked influences of L1 on second lan- guage (L2) ...network joint model (NNJM) using L1-specific learner text and ... See full document

... Since each word has exactly one governor (bar the root word), we renormalize edge scores by marginal- izing over the potential governors. If the word is po- tentially the left corner of a sub-tree, we establish a new ... See full document

... a transliteration system from mined corpus, we built it using the gold standard corpus (for Arabic, Hindi and Russian), that we also used previously to do an intrinsic ...mined transliteration ... See full document

... several re- searchers (Och et ...powerful model called lexicalized reorder- ing model that is phrase ...reordering model learns local orientations (mono- tone or non-monotone) with ... See full document

... there re- main a number of significant ...extract phrase pairs in the standard way (Och & Ney, 2003) and associate with each phrase-pair a set of target language syntactic struc- tures ... See full document

... syntax-augmented machine translation (Zollmann and Venugopal, ...hierarchical phrase-based SMT (HPBSMT) (Chiang, ...training system to extract more rules by modifying parse ... See full document

... didates are represented by the TL words aligned to the syntactic head of the source language mark- able noun phrase as identified by the Collins head finder (Collins, 1999), again represented as one- hot vectors. ... See full document

... built based on the previously proposed unsupervised MT sys- tems, with some adaptations made to accom- modate the morphologically rich characteristics of German and Czech (Tsarfaty et ...chine translation ... See full document