Artificial Social Intelligence for Successful Teams (ASIST) Study 4 Dragon Testbed Dataset
type: Dataset
creator: Lixiao Huang
creator: Adam Fouse
creator: Nancy Cooke
creator: Edward Weiss
  type: Person
  given name: Edward
  family name: Weiss
  affiliation: Aptima, Inc.
author: Lixiao Huang
author: Adam Fouse
author: Nancy Cooke
author: Edward Weiss
  type: Person
  given name: Edward
  family name: Weiss
  affiliation: Aptima, Inc.
date published: 2024-01-16
date modified: 2025-08-18
version: 2
description: 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. 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. Data Overview 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 mes…
keywords: Computer and Information Science
keywords: Social Sciences
keywords: Artificial Intelligence
keywords: Theory of Mind
keywords: Human-computer interaction
temporal coverage: 2023-08-03/2023-11-20
license: http://creativecommons.org/publicdomain/zero/1.0
included in data catalog: ASU Library Research Data Repository
publisher: ASU Library Research Data Repository
provider: ASU Library Research Data Repository
funder: Defense Advanced Research Projects Agency (DARPA)
distribution: ASIST_DatasetFileDownloads_Instructions.pdf
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  description: Quick reference instructions for using recommended download methods for this ASIST dataset.
distribution: README.txt
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  description: This document includes an overview of the dataset, a link to the software, and data-specific information.
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Lixiao Huang
type: Person
affiliation: Arizona State University

Adam Fouse
type: Person
given name: Adam
family name: Fouse
affiliation: Aptima, Inc.

Nancy Cooke
type: Person
given name: Nancy
family name: Cooke
affiliation: Arizona State University

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