... 15,599,186German-English 751,089 16,0 52, 704 15 ,25 7,873Italian-English 6 82, 734 14,784,374 14,900,783Spanish-English 730,741 15 ,22 2,507 15, 725 ,138Totals: 2, 8 52, 596 59,868,0 92 61,4 82, 980Table 4.4: ... which we denote w+1 and w +2 . We then choose the bestparaphrase as follows:ˆe 2 = arg maxe 2 =e1p(e 2 |e1)p(w 2 w−1e 2 w+1w +2 ) (4.4)Where p(w 2 w−1e 2 w+1w +2 ) is calculated ... paraphrase ˆe 2 such thatˆe 2 = arg maxe 2 =e1∑fp( f |e1)p(e 2 | f ) (4.1)For this condition we calculated the translation model probabilities p( f |e1) and p(e 2 | f ) using a German-English...