DAM: Deliberation, Abandon and Memory Networks for Generating Detailed and Non-repetitive Responses in Visual Dialogue
Table 4: Ablation study of Deliberation Unit on VisDial v1.0.
['Model', 'MRR', 'R@1', 'R@5', 'R@10', 'Mean', 'NDCG']
The relatively higher results of H model indicate that the history information plays a more important role in the decoder. By jointly incorporating all the structure-aware information from the encoder, DualVD-DAM achieves the best performance on all the metrics. It proves the advantages of DAM via fully utilizing the information from the elaborate encoder, which is beneficial for enhancing the existing generation models by incorporating their encoders with DAM adaptively.