The normalized posterior translation probability p Θ (E|F ) from source sentence F to target sentence E approximates a maximum entropy model normalized on sentence level: The denominator of this probability does not depend on the output sentence.
the arg max of Equation 8 is equal to the arg max of the translation score in Equation 1.