论文标题
开放域对话剂:当前的进度,开放问题和未来的方向
Open-Domain Conversational Agents: Current Progress, Open Problems, and Future Directions
论文作者
论文摘要
我们介绍了建立一个引人入胜的开放域对话代理所必需的观点:涵盖了这种代理商的素质,到目前为止建造的难题以及我们尚未填补的巨大漏洞。我们提出了一个有偏见的观点,重点是我们自己的小组完成的工作,同时引用了每个领域的相关工作。特别是,我们详细讨论了持续学习的属性,提供引人入胜的内容,并表现得很好,以及如何衡量成功的成功。我们以讨论我们的经验和学习以及向社区的建议进行讨论。
We present our view of what is necessary to build an engaging open-domain conversational agent: covering the qualities of such an agent, the pieces of the puzzle that have been built so far, and the gaping holes we have not filled yet. We present a biased view, focusing on work done by our own group, while citing related work in each area. In particular, we discuss in detail the properties of continual learning, providing engaging content, and being well-behaved -- and how to measure success in providing them. We end with a discussion of our experience and learnings, and our recommendations to the community.