Other more recent approaches include two-level reinforcement learning models (Takanobu et al., 2019), two layers of attention-based capsule network models , and self-attention with transformers (Verga et al., 2018).
through ablation analysis, we observe that the memory buffer and the KG features contribute significantly to this performance gain.