Currently, very little reference material can be found on the research of non-login word recognition. Solu-tions based on rules and syntaxes can't satisfactorily solve all kinds of problems of non-login word recognition. Thispaper will study and compare several existing solutions. The proposed solution is to extract N-grams after words sep-aration, from which non-login words can be extracted by means of probability statistics. Experiments have demon-strated that this method has favorable efficiency, recall ratio, and accuracy.