When the SLM is interpolated with the 3-gram, the h-2+opposite+parent scheme performed the best, reducing the PPL of the baseline SLM by 3.3%.
the parent and opposite+parent schemes are both worse than the baseline, especially before the EM training and with ¢ =0.0.