10.48349/ASU/ZO6XVR Lixiao Huang https://orcid.org/0000-0002-5543-8742 Arizona State University Adam Fouse Adam Fouse https://orcid.org/0000-0003-2011-6310 Aptima, Inc. Nancy Cooke Nancy Cooke https://orcid.org/0000-0003-0408-5796 Arizona State University Edward Weiss Edward Weiss Aptima, Inc. ASU Library Research Data Repository 2024 Computer and Information Science Social Sciences Artificial Intelligence Theory of Mind Human-computer interaction Center for Human, AI, and Robot Teaming Arizona State University Aptima, LLC LLC Aptima Arizona State University Lixiao Huang Arizona State University Nancy Cooke Nancy Cooke Arizona State University Adam Fouse Adam Fouse Aptima, Inc. Arizona State University Aptima, LLC. LLC. Aptima Carnegie Mellon University Robotics Institute DOLL Cornell University Institute for Human Machine Cognition University of Central Florida 2023-02-01 2023-12-18 2023-11-06 2024-01-16 2025-08-18 2023-08-03/2023-11-20 2023-08-03/2023-11-20 Testbed messages 6011941 4145593 3624734 5837376 5232852 5469661 5315267 3632270 2451039 8726906 3669415 3713879 5198349 4103739 4686014 5535966 6061292 5000493 5098144 5938721 5110201 3652546 5331822 8651330 4776283 5702563 4297113 5430139 2470461 4281322 5830660 2709116 3598445 4760977 4902974 3563581 10809589 6683161 4556147 4514662 4897024 4516232 2739125 5650596 4116915 4283247 3478265 8355067 1510707 3606540 5220505 5119102 5597496 5394673 3462091 4779761 6419424 6104423 3884648 5471079 3631953 4969801 5474119 5499013 3086436 4311123 2750314 4253341 4641130 6123278 4527429 4723635 2780552 7305704 5783041 6835777 7031121 2608023 5642265 5956651 1693488 5638976 5930098 5348619 4977257 5962843 5287605 5377463 5498809 5614023 5192435 6646524 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application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip text/tab-separated-values application/pdf text/plain application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/zip application/pdf 2.2 Creative Commons CC0 1.0 Universal Public Domain Dedication. <p>Artificial Social Intelligence for Successful Teams (ASIST) Study 4 Dragon Testbed Dataset was developed in a human subjects research study designed to assess the capability of artificial intelligence to instantiate a Machine Theory of Teams and apply it to generate and issue (or withhold) advice to team members that improve team state (e.g., motivation), process (e.g., synchronization), and mission effects (e.g., game score). These agents -- called Artificial Social Intelligence Advisors (ASI Advisors) -- draw measurements of team states and processes from agents called Analytic Components (AC). They take inputs from survey responses and behaviors of a three-person team executing a bomb disposal task in Minecraft. </p> <p>This material is based upon work supported by the Defense Advanced Research Projects Agency (DARPA) under Contract No. HR001119C0130. Any opinions, findings conclusions, or recommendations expressed in this material are those of the author(s) and do not necessarily reflect the views of the DARPA.</p> <p><b>Data Overview</b><p> <p>The dataset was collected between 2023-08-03 and 2023-11-20. This dataset consists of 1160 games that had valid end states, and 1112 of them included post-trial surveys. Each game has one Zip file (e.g., 230804001812+P000003_P000004_P000005_1+NO_ADVISOR+9c5f329e-0c52-4254-b165-60f3a57b4fd3.zip). The Zip file name starts with a UTC in the form of YYMMDDHHMMSS, followed by the team name in the format of the three participants' ID in ascending order and the number of games the team has played together, followed by one of three advisor types (i.e., NO_ADVISOR, ASI_DOLL_TA1_RITA, or ASI_CMU_TA1_ATLAS), and followed by the unique 36 digit trial ID. Inside the Zip file, it has seven files: the testbed data in .metadata format, an overview of the testbed data in JSON format, and five CSV files (i.e., agent_tests, chat_measures, individual_measures, intervention_measures, trial_measures). The metadata files include all the raw data, such as surveys, chat messages, state of the task environment, etc. The CSV files are data extracted from the metadata files to show certain aspects of the data variables for the convenience of those not used to reading metadata files. </p> <p>The Study 4 dataset has a size of 4GB. </p> <p> A readme file (README.txt) describes the dataset contents in detail. </p> <p>For full details on methods available for downloading files, please see the <a href="https://asulibrary.atlassian.net/wiki/x/BQBRIg">ASU Research Data Repository Depositor Guide</a> page on downloading files.</p> <p>For a quick reference on using the download methods mentioned in the ASU Research Data Repository guide, please download and view the <a href=" https://dataverse.asu.edu/file.xhtml?fileId=36012">ASIST Dataset File Downloads Instructions</a> PDF file.</p> Artificial Social Intelligence for Successful Teams (ASIST) Within the US Defense Advanced Research Projects Agency (DARPA) HR001119C0130