In general, it is not quite hard to obtain a large-scale general bilingual corpus while the available domain-specific bilingual corpus is usually quite small. Thus, we use the bilingual corpus in the general domain to improve word alignments for general words and the corpus in the specific domain for domain-specific words. In other words, we will adapt the word alignment information in the general domain to the specific domain.