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ConvLab: Multi-Domain End-to-End Dialog System Platform

机译:convlab:多域端到端对话框系统平台

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We present ConvLab, an open-source multi-domain end-to-end dialog system platform, aiming to enable researchers to quickly set up experiments with reusable components and compare a large set of different approaches, ranging from conventional pipeline systems to end-to-end neural models, in common environments. ConvLab offers a set of fully annotated datasets and the associated pre-trained reference models. As a showcase, we extend the MultiWOZ dataset with user dialog act annotations to train all component models and demonstrate how ConvLab makes it easy and effortless to conduct complicated experiments in multi-domain end-to-end dialog settings.
机译:我们展示了一个开源多域端到端对话系统平台的Convlab,旨在使研究人员能够用可重复使用的组件快速设置实验,并比较一大集不同的方法,从传统的管道系统到最终到达 - 在常见环境中的神经模型。 Convllab提供一组完全注释的数据集和相关的预训练的参考模型。作为展示,我们将MultiWoz DataSet扩展了用户对话框ACT注释,以培训所有组件模型,并演示Convllab如何使其在多域端到端对话框设置中进行复杂的实验。

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