When this feature was used by Snover, it combined the standard language model with a test-sentence-specific language model that was trained on several hundred documents.
in the case of system combination, we are adapting towards a much smaller amount of data, so P (q j |q j−1 , ..., q j−n+1 ) will not be well estimated.