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Multiagent system for joke generation: Humor and emotions combined in human-agent conversation

机译:产生笑话的多主体系统:幽默与情感结合在人与主体对话中

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摘要

In this paper we present an innovative work on a multiagent joking conversational system. In our research so far we have shown that implementing humor into a chatterbot can visibly improve its performance. The results presented in this paper are the outcome of the next step of our work. They show that a multiagent system, combining a conversational agent, a pun generator and an emotiveness analysis engine, works reasonably well in interactions with users. In the setup used in this research, the emotiveness analysis agent analyses users' utterances and decides whether it is appropriate to tell a pun. Depending on the results of this analysis, the agent chooses either the pun generator, if the decision is that a joke should be told, or the non-humor-equipped agent when the decision is different. Two evaluation experiments were conducted: user (first person) focused and automatic (emotiveness-analysis-based). In both, we compared the performance of the multiagent joking system and a baseline (non-humorous) conversation agent. The results show that in both cases the humor-equipped engine was evaluated as better than the baseline agent. The results are discussed and some ideas for the future are given.
机译:在本文中,我们提出了关于多主体开玩笑对话系统的一项创新工作。到目前为止,在我们的研究中,我们表明将幽默应用于聊天机器人可以明显改善其性能。本文介绍的结果是我们下一步工作的结果。他们表明,将对话代理,双关语生成器和情感分析引擎组合在一起的多主体系统在与用户的交互中相当有效。在这项研究中使用的设置中,情绪分析代理会分析用户的话语并决定是否适合讲双关语。根据此分析的结果,如果决定要讲笑话,则代理选择双关语生成器,或者在决策不同时选择不配备幽默的代理。进行了两个评估实验:专注于用户(第一人称)和自动(基于情感分析)。在这两种方法中,我们都比较了多代理笑话系统和基准(非幽默)会话代理的性能。结果表明,在两种情况下,配备幽默感的引擎都比基准代理要好。讨论了结果,并给出了一些未来的想法。

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  • 作者单位

    Graduate School of Information Science and Technology, Hokkaido University, Kita 14 Nishi 9, Kita-kn, 060-0914 Sapporo, Japan;

    Graduate School of Information Science and Technology, Hokkaido University, Kita 14 Nishi 9, Kita-kn, 060-0914 Sapporo, Japan;

    Graduate School of Information Science and Technology, Hokkaido University, Kita 14 Nishi 9, Kita-kn, 060-0914 Sapporo, Japan;

    Graduate School of Information Science and Technology, Hokkaido University, Kita 14 Nishi 9, Kita-kn, 060-0914 Sapporo, Japan;

    Graduate School of Information Science and Technology, Hokkaido University, Kita 14 Nishi 9, Kita-kn, 060-0914 Sapporo, Japan;

    Graduate School of Information Science and Technology, Hokkaido University, Kita 14 Nishi 9, Kita-kn, 060-0914 Sapporo, Japan;

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  • 正文语种 eng
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  • 关键词

    humor processing; emotiveness analysis; chatterbots; conversational agents; human-computer interaction;

    机译:幽默处理;情绪分析;聊天机器人对话代理;人机交互;

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