R  we want statistics from the language models to follow those of the image model, even though not all statistics from images can be reliably measured due to insufficient data.
we measure how well the estimated language models fit the estimated visual distributions using the the χ 2 -distance: where P I and P L are the probability distribution obtained from the image data and language models respectively.