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The Power of a Glance: Evaluating Embodiment and Turn-Tracking Strategies of an Active Robotic Overhearer

机译:一目了然:评估实施例和主动机器人过度讲师的转向跟踪策略

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Side-participants (SPs) in multiparty dialogue establish and maintain their status as currently non-contributing, but integrated partners of the conversation by continuing to track, and be seen to be tracking, the conversation. To investigate strategies for realising such 'active side-participant' behaviour, we constructed an experimental setting where a humanoid robot appeared to track (overhear) a two-party conversation coming out of loudspeakers. We equipped the robot with ‘eyes’(small displays) with movable pupils, to be able to separately control head-turning and gaze. Using information from the pre-processed conversations, we tested various strategies (random, reactive, predictive) for controlling gaze and head-turning. We asked human raters to judge videos of such tracking behaviour of the robot, and found that strategies making use of independent control of gaze and head direction were significantly preferred. Moreover, the 'sensible' strategies (reactive, predictive) were reliably distinguished from the baseline (random turning). We take this as indication that gaze is an important, semi-independent modality, and that our paradigm of off-line evaluation of overhearer behaviour using recorded interactions is a promising one for cost-effective study of more sophisticated tracking models, and can stand as a proxy for testing models of actual side-participants (whose presence would be known, and would influence, the conversation they are part of).
机译:在多方面对话中的侧面参与者(SPS)建立并保持其当前不贡献的地位,而是通过持续跟踪谈话的综合合作伙伴,并被视为跟踪,谈话。为了调查实现这种“积极侧面参与者的行为的策略,我们构建了一种实验环境,其中人形机器人出现追踪(渗透)从扬声器出来的双方谈话。我们用可移动的瞳孔用“眼睛”(小型显示器)的机器人配备了机器人,以便能够单独控制头部转动和凝视。使用预处理对话中的信息,我们测试了用于控制凝视和头部转向的各种策略(随机,无功,预测)。我们要求人类评估者判断机器人的这种跟踪行为的视频,并发现利用凝视和头向方向的独立控制的策略得到了显着的优选。此外,从基线(随机转动)可靠地区分策略(反应性,预测)(随机转动)。我们以此为表明凝视是一个重要的,半独立的方式,和我们的使用记录交互overhearer行为离线评价范式是一个有前途的一个更复杂的跟踪模型的成本效益研究,能站在为用于测试实际参与者的模型的代理(其存在是已知的,并且会影响它们的一部分)。

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