Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: "Wait, I'm Still Talking!" Predicting the Dialogue Interaction Behavior
  Using Imagine-Then-Arbitrate Model   Producing natural and accurate responses like human beings is the ultimate
goal of intelligent dialogue agents. So far, most of the past works concentrate
on selecting or generating one pertinent and fluent response according to
current query and its context. These models work on a one-to-one environment,
making one response to one utterance each round. However, in real human-human
conversations, human often sequentially sends several short messages for
readability instead of a long message in one turn. Thus messages will not end
with an explicit ending signal, which is crucial for agents to decide when to
reply. So the first step for an intelligent dialogue agent is not replying but
deciding if it should reply at the moment. To address this issue, in this
paper, we propose a novel Imagine-then-Arbitrate (ITA) neural dialogue model to
help the agent decide whether to wait or to make a response directly. Our
method has two imaginator modules and an arbitrator module. The two imaginators
will learn the agent's and user's speaking style respectively, generate
possible utterances as the input of the arbitrator, combining with dialogue
history. And the arbitrator decides whether to wait or to make a response to
the user directly. To verify the performance and effectiveness of our method,
we prepared two dialogue datasets and compared our approach with several
popular models. Experimental results show that our model performs well on
addressing ending prediction issue and outperforms baseline models.

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The categories of this paper are: dg-ga
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The categories of this paper are: solv-int
2
The categories of this paper are: math
21
The categories of this paper are: adap-org
32
The categories of this paper are: atom-ph
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The categories of this paper are: patt-sol
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The categories of this paper are: stat
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The categories of this paper are: hep-lat
13
The categories of this paper are: quant-ph
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The categories of this paper are: alg-geom
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The categories of this paper are: nlin
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The categories of this paper are: bayes-an
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The categories of this paper are: hep-th
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The categories of this paper are: nucl-th
0
The categories of this paper are: hep-ph
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The categories of this paper are: q-alg