The AI Collaborator: Bridging Human-AI Interaction in Educational and Professional Settings (2405.10460v1)
Abstract: AI Collaborator, powered by OpenAI's GPT-4, is a groundbreaking tool designed for human-AI collaboration research. Its standout feature is the ability for researchers to create customized AI personas for diverse experimental setups using a user-friendly interface. This functionality is essential for simulating various interpersonal dynamics in team settings. AI Collaborator excels in mimicking different team behaviors, enabled by its advanced memory system and a sophisticated personality framework. Researchers can tailor AI personas along a spectrum from dominant to cooperative, enhancing the study of their impact on team processes. The tool's modular design facilitates integration with digital platforms like Slack, making it versatile for various research scenarios. AI Collaborator is thus a crucial resource for exploring human-AI team dynamics more profoundly.
- Paul S Adler. 1997. Work organization: From taylorism to teamwork. Perspectives on Work 1, 1 (1997), 61–65.
- Victoria A Banks and Neville A Stanton. 2019. Analysis of driver roles: Modelling the changing role of the driver in automated driving systems using EAST. Theoretical issues in ergonomics science 20, 3 (2019), 284–300.
- NMC horizon report: 2018 higher education edition. Louisville, CO: Educause (2018).
- On the Opportunities and Risks of Foundation Models. arXiv:2108.07258 [cs.LG]
- Language Models are Few-Shot Learners. arXiv:2005.14165 [cs.CL]
- Team communication behaviors of the human-automation teaming. In 2016 IEEE international multi-disciplinary conference on cognitive methods in situation awareness and decision support (CogSIMA). IEEE, 28–34.
- What makes a good team player? Personality and team effectiveness. Group Dynamics: Theory, Research, and Practice 10, 4 (2006), 249.
- Exploring Large Language Models to Facilitate Variable Autonomy for Human-Robot Teaming. arXiv preprint arXiv:2312.07214 (2023).
- James Manyika and Sissie Hsiao. 2023. An overview of Bard: an early experiment with generative AI. AI. Google Static Documents 2 (2023).
- Teaming with a synthetic teammate: Insights into human-autonomy teaming. Human factors 60, 2 (2018), 262–273.
- OpenAI. 2023. GPT-4 Technical Report. arXiv:2303.08774 [cs.CL]
- Generative agents: Interactive simulacra of human behavior. In Proceedings of the 36th Annual ACM Symposium on User Interface Software and Technology. 1–22.
- Introducing personality into team dynamics. In ECAI 2010. IOS Press, 667–672.
- Machines as teammates: A research agenda on AI in team collaboration. Information & management 57, 2 (2020), 103174.
- Gemini: a family of highly capable multimodal models. arXiv preprint arXiv:2312.11805 (2023).
- Investigating AI Teammate Communication Strategies and Their Impact in Human-AI Teams for Effective Teamwork. Proceedings of the ACM on Human-Computer Interaction 7, CSCW2 (2023), 1–31.