Human intelligence can remarkably adapt quickly to new tasks and environments. Starting from a very young age, humans acquire new skills and learn how to solve new tasks either by imitating the behavior of others or by following provided natural language instructions. To facilitate research which can enable similar capabilities in machines, we made the following contributions (1) formalized the collaborative embodied agent using natural language task; (2) developed a tool for extensive and scalable data collection; and (3) collected the first dataset for interactive grounded language understanding.
翻译:人类智能能够显著而快速地适应新任务和新环境。从幼年开始,人类通过模仿他人行为或遵循自然语言指令,习得新技能并学会解决新任务。为了促进能够使机器具备类似能力的研究,我们做出了以下贡献:(1)将以自然语言任务为基础的协作具身智能体形式化;(2)开发了用于大规模可扩展数据收集的工具;(3)收集了首个面向交互式具身语言理解的数据集。