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Training a Statistical Machine Translation System without GIZA++

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Figure

Figure 3: Linear automaton of the source sentence.
Figure 5: Illustration of the alignment process using a per-mutation graph and a monotonic alignment lattice.
Table 3: Corpus Statistics for the German-English Verb-mobil Corpus and the Spanish-English Xerox Corpus
Table 1: Translation performance on the German-English Verbmobil task using the proposed training algorithm

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