Can We Talk? Methods for Evaluation and Training of Spoken Dialogue Systems

MARILYN A. WALKER

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Can We Talk? Methods for Evaluation and Training of Spoken Dialogue Systems

机译：我们可以谈谈吗？口语对话系统的评估和培训方法

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There is a strong relationship between evaluation and methods for automatically training language processing systems, where generally the same resource and metrics are used both to train system components and to evaluate them. To date, in dialogue systems research, this general methodology is not typically applied to the dialogue manager and spoken language generator. However, any metric for evaluating system performance can be used as a feedback function for automatically training the system. This approach is motivated with examples of the application of reinforcement learning to dialogue manager optimization, and the use of boosting to train the spoken language generator.

机译：评估和自动培训语言处理系统的方法之间存在很强的关系，通常，相同的资源和度量都用于培训系统组件和评估它们。迄今为止，在对话系统研究中，这种通用方法通常不应用于对话管理器和口语生成器。但是，任何用于评估系统性能的指标都可以用作自动训练系统的反馈功能。这种方法的灵感来自以下示例：强化学习在对话管理器优化中的应用，以及使用增强来训练口语生成器的示例。

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来源
《Language Resources and Evaluation》 |2005年第1期|p. 65-75|共11页
作者
MARILYN A. WALKER;
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作者单位

Department of Computer Science, University of Sheffield, Regent Court, 221 Porto bello street, Sheffield S1 4DP, UK;

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原文格式 PDF
正文语种 eng
中图分类计算技术、计算机技术;
关键词
dialogue systems; evaluation; machine learning;

机译：对话系统;评估;机器学习;

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专利

1. Automatically Training a Problematic Dialogue Predictor for a Spoken Dialogue System [J] . Gorin A., Langkilde-Geary I., Walker M. A., The Journal of Artificial Intelligence Research . 2002,第4期

机译：自动训练语音对话系统中有问题的对话预测器
2. Automatically Training a Problematic Dialogue Predictor for a Spoken Dialogue System [J] . Marilyn A. Walker, Irene Langkilde-Geary, Helen Wright Hastie, The Journal of Artificial Intelligence Research . 2002,第0期

机译：自动训练语音对话系统中有问题的对话预测器
3. 'Can I Trust the Spoken Dialogue System Because It Uses the Same Words as I Do?'-Influence of Lexically Aligned Spoken Dialogue Systems on Trustworthiness and User Satisfaction [J] . Linnemann Gesa Alena, Jucks Regina Interacting with Computers . 2018,第3期

机译：“我可以信任口语对话系统，因为它使用的语言与我相同吗？”-词汇对齐的口语对话系统对可信度和用户满意度的影响
4. Talking with HIGGINS: Research Challenges in a Spoken Dialogue System [C] . Gabriel Skantze, Jens Edlund, Rolf Carlson International Tutorial and Research Workshop on Perception and Interactive Technologies(PIT 2006); 20060619-21; Kloster Irsee(DE) . 2006

机译：与HIGGINS交谈：口语对话系统中的研究挑战
5. Dialogue management in spoken dialogue systems with Degrees of Grounding. [D] . Roque, Antonio. 2009

机译：具有基础程度的语音对话系统中的对话管理。
6. Evaluating a Spoken Dialogue System for Recording Systems of Nursing Care [O] . Tittaya Mairittha, Nattaya Mairittha, Sozo Inoue 2019

机译：评估护理记录系统的口语对话系统
7. Talking with HIGGINS: Research challenges in a spoken dialogue system [O] . Gabriel Skantze, Jens Edlund, Rolf Carlson 2008

机译：与HIGGINS对话：口头对话系统中的研究挑战
8. Evaluation of a Spoken Dialogue System for Virtual Reality Call for Fire Training [R] . Robinson, S. M. , Roque, A. , Vaswani, A. , 2007

机译：虚拟现实口语对话系统评估消防培训

Can We Talk? Methods for Evaluation and Training of Spoken Dialogue Systems

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