Question Dependent Recurrent Entity Network for Question Answering
Table 5: Validation/Test accuracy (%) on CNN dataset. In the list AR stands for Attentive Reader, AS for Attentive Sum, AoA for Attention over Attention, and DER for Dynamic Entity Representation.
['[BOLD] Max Freq.', '[ITALIC] Val 30.5', '[ITALIC] Test 33.2', '[BOLD] MemN2N', '[ITALIC] Val 63.4', '[ITALIC] Test 66.8', '[BOLD] AS Reader', '[ITALIC] Val 68.6', '[ITALIC] Test 69.5']
Our model achieves an accuracy comparable to the Attentive and Impatient Reader [hermann2015teaching], but not yet State-Of-The-Art model (i.e. Attention over Attention (AoA)). It is worth noting though that our model is much simpler and it goes through each paragraph just once.