To avoid zero probability, we use Jelinek-Mercer smoothing (Zhai and Lafferty, 2001) due to its good performance and cheap computational cost.
using much longer phrases in the phrase-based translation model does not seem to produce significantly better performance (row 8 and row 9 vs. row 10 are not statistically significant).