Abstract:A probability model based on the corpora for a surface realization in automatic generation of military document. This model organically combines the coincidence probability information between the lexis in the generation text, which was obtained from the N-gram by the maximum entropy model, with the information from the syntax and features in the dependence tree. Experiment result shows that the model the field of vocabulary may be produced the text to meet requirement one by one.