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arXiv 2309.03213cs.HCcs.AI
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提升训练人机团队的最新技术水平:技术报告 #3——测试平台替代方案分析

Improving the State of the Art for Training Human-AI Teams: Technical Report #3 -- Analysis of Testbed Alternatives

Sonalysts, Inc.(索纳利斯特公司);Arizona State University(亚利桑那州立大学)

Lillian Asiala, James E. McCarthy, Lixiao Huang

AI总结:

Sonalysts团队为研究人机协作,调研现有测试平台替代方案,制定评估标准并对候选平台进行定性与定量评估,最终确定五个候选测试平台。

摘要:

Sonalysts 正在开展一项计划,通过在该领域进行原创性研究,将我们目前在团队协作方面的专业能力扩展到人机智能(AI)团队。为了给该研究提供基础,Sonalysts 正在调研开发合成任务环境(STE)。在之前的报告中,我们记录了近期调研工作的结果,在该调研中,我们询问了军事主题专家(SME)以及人机团队协作领域的其他研究人员,以确定他们在测试平台中最看重的特性。该调研的一个惊人发现是,几位受访者建议我们团队考察现有的人机团队协作测试平台,而不是去创建全新的平台。基于该建议,我们对相关领域进行了系统性调查。在本报告中,我们描述了该调查的结果。基于调研结果,我们制定了测试平台评估标准,识别了潜在的测试平台,并对候选测试平台进行了定性和定量评估。评估过程最终确定了五个供研究团队考虑的候选测试平台。在接下来的几个月里,我们将评估各种替代方案的可行性,并开始执行我们的研究计划。

英文摘要:

Sonalysts is working on an initiative to expand our current expertise in teaming to Human-Artificial Intelligence (AI) teams by developing original research in this area. To provide a foundation for that research, Sonalysts is investigating the development of a Synthetic Task Environment (STE). In a previous report, we documented the findings of a recent outreach effort in which we asked military Subject Matter Experts (SMEs) and other researchers in the Human-AI teaming domain to identify the qualities that they most valued in a testbed. A surprising finding from that outreach was that several respondents recommended that our team look into existing human-AI teaming testbeds, rather than creating something new. Based on that recommendation, we conducted a systematic investigation of the associated landscape. In this report, we describe the results of that investigation. Building on the survey results, we developed testbed evaluation criteria, identified potential testbeds, and conducted qualitative and quantitative evaluations of candidate testbeds. The evaluation process led to five candidate testbeds for the research team to consider. In the coming months, we will assess the viability of the various alternatives and begin to execute our program of research.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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