A COMPARISON OF MLLR AND MAP
Below is a comparison of MLLR and MAP on a 60,000 word dictation task. The speaker dependent system was trained on 1,000 sentences.

Though MAP appears to be fairly powerful in this example, MLLR is much more popular. MLLR+MAP combines the best of both approaches, but also leads to a more complicated system.