The system described in Section 3 with no interaction transformation (only the encodings are passed to the MLP) and without any external features (x ext in Section 3 and in Figure 1), referred to as GRU-MLP, outperforms the CR and the Random baselines and the systems based on the discourse features.
it performs slightly worse than the approach of (Bogdanova and Foster, 2016).