论文标题
学会逐步镜像说话样式
Learning to mirror speaking styles incrementally
论文作者
论文摘要
镜像是一个人潜意识地模仿他人的手势，语音模式或态度的行为。在对话中，反映通常信号是说话者在交流中享受和参与。在聊天机器人中，已经提出了将角色添加到聊天机器人并训练他们说话或将对话风格转移到角色的方法。但是，他们通常需要一个大型数据集，该数据集由训练目标人物的对话组成。在这项工作中，我们探讨了一种可以学会逐步反映人的口语风格的方法。我们的方法提取ngrams，这些ngram捕获了一个人说话风格并使用ngrams创建用于将句子转换为说话风格的句子的模式。我们的实验表明，我们的方法能够捕获说话样式的模式，该模式可用于将常规句子转换为具有目标样式的句子。
Mirroring is the behavior in which one person subconsciously imitates the gesture, speech pattern, or attitude of another. In conversations, mirroring often signals the speakers enjoyment and engagement in their communication. In chatbots, methods have been proposed to add personas to the chatbots and to train them to speak or to shift their dialogue style to that of the personas. However, they often require a large dataset consisting of dialogues of the target personalities to train. In this work, we explore a method that can learn to mirror the speaking styles of a person incrementally. Our method extracts ngrams that capture a persons speaking styles and uses the ngrams to create patterns for transforming sentences to the persons speaking styles. Our experiments show that our method is able to capture patterns of speaking style that can be used to transform regular sentences into sentences with the target style.
