The reason the RNN outperformed our model might be due to the closed vocabulary set in this experiment.
the context information in RNN might be  Figure 4: Weakness of segmental context model suffered from the contiguous noisy words that were caused by the combination of the noise word and OOVs, "<unk>", in the artificial noisy data, and RNN degraded prediction accuracy for artificial noisy data.