Study on Development of Humor Discriminator for Dialogue System

Study on Development of Humor Discriminator for Dialogue System
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对话系统幽默判别器的开发研究

DOI:
10.20965/jaciii.2020.p0422
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发表时间:
2020
期刊:
J. Adv. Comput. Intell. Intell. Informatics
影响因子:
--
通讯作者:
Ryosuke Iwakura
Ryosuke Iwakura
中科院分区:
--
文献类型:
--
作者:
T. Yoshikawa;Ryosuke Iwakura

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自动对话系统的研究一直备受关注,它允许人和计算机使用自然语言进行交流。特别是,非任务导向对话系统的主要目标不是完成特定的任务,而是通过聊天和自由对话来娱乐用户。对于这种类型的对话系统,对话的连续性很重要,因为如果对话单调,用户很容易感到厌倦。另一方面,先前的研究表明,幽默表达的演讲对提高对话的连续性是有效的。在本研究中,我们开发了一个基于计算机的幽默判别器,用于对幽默进行独立于用户或情境的客观判别。利用幽默识别器,我们还开发了一个幽默自动生成系统,并对生成的笑话进行了人类受试者评估实验。评价分数的t检验显示,所提出的和现有的笑话生成方法之间存在显著差异(P值:3.5×10-5)。
Studies on automatic dialogue systems, which allow people and computers to communicate with each other using natural language, have been attracting attention. In particular, the main objective of a non-task-oriented dialogue system is not to achieve a specific task but to amuse users through chat and free dialogue. For this type of dialogue system, continuity of the dialogue is important because users can easily get tired if the dialogue is monotonous. On the other hand, preceding studies have shown that speech with humorous expressions is effective in improving the continuity of a dialogue. In this study, we developed a computer-based humor discriminator to perform user- or situation-independent objective discrimination of humor. Using the humor discriminator, we also developed an automatic humor generation system and conducted an evaluation experiment with human subjects to test the generated jokes. A t-test on the evaluation scores revealed a significant difference (P value: 3.5×10-5) between the proposed and existing methods of joke generation.
DOI: 10.1109/icassp.2007.367184
发表时间: 2007-04
期刊: 2007 IEEE International Conference on Acoustics, Speech and Signal Processing - ICASSP '07
影响因子: --
作者:
Teruhisa Misu;Tatsuya Kawahara
通讯作者: Teruhisa Misu;Tatsuya Kawahara