2 See Figure 1 for an example tagged sentence.
(12) can be decomposed into: where y ca and y ea respectively denotes Chinese and English named entity tags in a word alignment pair a. λ ycye = P (ycye) P (yc)P (ye) is the pointwise mutual information (PMI) score between a Chinese named entity tag y c and an English named entity tag y e .