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- Genre: Art--Study and teaching.
- Genre: Autobiographies
- Genre: Conference papers and proceedings
Human team members show a remarkable ability to infer the state of their partners and anticipate their needs and actions. Prior research demonstrates that an artificial system can make some predictions accurately concerning artificial agents. This study investigated whether an artificial system could generate a robust Theory of Mind of human teammates. An urban search and rescue (USAR) task environment was developed to elicit human teamwork and evaluate inference and prediction about team members by software agents and humans. The task varied team members’ roles and skills, types of task synchronization and interdependence, task risk and reward, completeness of mission planning, and information asymmetry. The task was implemented in MinecraftTM and applied in a study of 64 teams, each with three remotely distributed members. An evaluation of six Artificial Social Intelligences (ASI) and several human observers addressed the accuracy with which each predicted team performance, inferred experimentally manipulated knowledge of team members, and predicted member actions. All agents performed above chance; humans slightly outperformed ASI agents on some tasks and significantly outperformed ASI agents on others; no one ASI agent reliably outperformed the others; and the accuracy of ASI agents and human observers improved rapidly though modestly during the brief trials.
By examining the author’s roles as a student, teacher, and researcher this study centers on conflicts and inconsistencies that arise at the intersections of self, community, institutions, and society. Included in the narrative’s analysis are issues related to positionality, visions of success, empowerment, resistance, neoliberalism, colonialism, psychological distance, and ideological purpose in teaching. The narrative concludes with the development of a personal vision of purposeful, empowering, liberating, and transformative pedagogy.
This study contributes its voice to conversations about inequity and inequality in education by asking the reader to examine conflicts, ask new questions, and critically engage with the dialogic text.