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Augmenting Neural Response Generation with Context-Aware Topical Attention

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Figure 1: THRED model architecture in which we jointly model two specifications that presumably make the taskof response generation successful: context-awareness (modeled by Context Attention) and diversity (modeled byTopic Attention).
Table 2: Mean µ and standard deviation σ of SS scores forthe responses generated from different models with respect tothe most recent utterance (Utt.2) and the second most recentutterance (Utt.1) from conversation history on the Reddit testdataset (** indicates statistical significance over the secondbest method with p-value < 0.001).
Figure 2: Performance results of the generated responsesfrom different models based on REI
Table 6: Mean µ and standard deviation σ over metrics perdataset to fare Reddit against OpenSubtitles
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