The system combination performs under post-processing, but the paper introduces a translation model combination, which combines two mainstream translation models (Hiero and MaxEnt-based BTG) during decoding. To the spurious ambiguity and consensus problem, the paper introduces new decoding method to solve two problems. In experiment, translation model combination is significantly better than member model, and the new decoding method is better.