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Japanese-English Patterns

We developed the following process for forming Japanese-English patterns.

  1. Parallel Japanese-English Corpus

    We prepare Japanese-English parallel sentences for training. Example sentences are listed in Table 1.


    Table: Parallel Japanese-English Corpus
    Japanese sentence 信号 は 赤 だ 。
    English sentence The light was red .

  2. Japanese-English Phrase Table

    We construct a Japanese-English phrase table using train-model.perl [Koehn
    \bgroupet al.\end{tex2html_bgroup}
    2007
    ]. An example Japanese-English phrase table is given in Table 2.


    Table: Example of Japanese-English Phrase Table
    Ex.1 信号 |||The light |||0.5 0.07 0.5 0.2
    Ex.2 信号 は |||lights |||0.01 0.06 0.03 0.04
    Ex.3 赤 |||red |||0.2 0.1 0.2 0.3
    Ex.4 赤 だ|||red |||0.3 0.2 0.2 0.2

  3. Japanese-English High Probability Phrase Table

    We deleted the low-probability Japanese-English phrase table (Table 2), in which the threshold was 0.1. We call the resulting table a Japanese-English high-probability phrase table (HPPT). An example of an HPPT is presented in Table 3.


    Table: Example of Japanese-English High Probability Phrase Table
    Ex.1 信号 |||The light |||0.5 0.07 0.5 0.2
    Ex.3 赤 |||red |||0.2 0.1 0.2 0.3
    Ex.3 赤 だ|||red |||0.3 0.2 0.2 0.2

  4. Japanese-English Patterns

    We used Japanese-English parallel sentences (Table [*]) and the Japanese-English HPPT (Table 3) to form Japanese-English patterns. Note that all possible Japanese-English patterns were generated. Therefore, one or more Japanese-English patterns were generated from one Japanese-English parallel sentence. Example Japanese-English patterns are listed in Table [*].


    Table: Japanese-English Patterns
    Ex.1 Japanese pattern X1 は X2 だ 。
      English pattern X1 was X2 .
    Ex.2 Japanese pattern X1 は X2 。
      English pattern X1 was X2 .

Figure 1 shows a flowchart for forming Japanese-English patterns.

Figure: Formation of Japanese-English Patterns


next up previous
Next: Decoding Pattern Up: Pattern-Based Machine Translation Previous: Pattern-Based Machine Translation
Jin'ichi Murakami 2012-11-06