论文标题

与可教师的自然语言交流

Natural Language Communication with a Teachable Agent

论文作者

Love, Rachel, Law, Edith, Cohen, Philip R., Kulić, Dana

论文摘要

对话式教师为在课堂和远程设置中提供支持学习的有前途的平台。在这种情况下,代理人扮演新手的角色,而学生则扮演教师的角色。这种框架对于在学生教师中引起门生效应的能力是重要的,这是一种已知可以增加教学任务参与并改善认知结果的教学现象。在先前的工作中,可教师在学习互动中经常发挥被动的作用,而在教学任务期间,代理和学生进行自然语言对话的研究很少。这项工作通过基于Web的教学平台The Culiosity Notebook调查了与虚拟代理交互时教学方式的效果。将一种通过从源材料中选择句子的句子来教授代理的方法,与一种释义源材料和键入文本输入的方法进行了比较。已经进行了一项用户研究,以衡量教学方式对参与者的学习成果和参与的影响。结果表明,通过释义和文本输入进行教学对所涵盖材料的学习成果以及情感参与方面具有积极影响。此外,通过通过教师向机器人传达的材料之间的相似性和材料之间的相似性来衡量的释义工作,从而改善了参与者的学习成果。

Conversational teachable agents offer a promising platform to support learning, both in the classroom and in remote settings. In this context, the agent takes the role of the novice, while the student takes on the role of teacher. This framing is significant for its ability to elicit the Protégé effect in the student-teacher, a pedagogical phenomenon known to increase engagement in the teaching task, and also improve cognitive outcomes. In prior work, teachable agents often take a passive role in the learning interaction, and there are few studies in which the agent and student engage in natural language dialogue during the teaching task. This work investigates the effect of teaching modality when interacting with a virtual agent, via the web-based teaching platform, the Curiosity Notebook. A method of teaching the agent by selecting sentences from source material is compared to a method paraphrasing the source material and typing text input to teach. A user study has been conducted to measure the effect teaching modality on the learning outcomes and engagement of the participants. The results indicate that teaching via paraphrasing and text input has a positive effect on learning outcomes for the material covered, and also on aspects of affective engagement. Furthermore, increased paraphrasing effort, as measured by the similarity between the source material and the material the teacher conveyed to the robot, improves learning outcomes for participants.

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