As more parallel corpora between different languages can be collected through the Internet, Statistical Machine Translation relying on these resources has become a hot research topic in recent years. In particular, the Moses off-the-shelf toolkit is widely applied in the creation of translation systems. This paper presents the research work in evaluating different architectures based on Moses in the web environment for handling the translation between different language pairs. © 2011 IEEE.