Competent but Rigid: Identifying the Gap in Empowering AI to Participate Equally in Group Decision-Making

02/17/2023
by   Chengbo Zheng, et al.
0

Existing research on human-AI collaborative decision-making focuses mainly on the interaction between AI and individual decision-makers. There is a limited understanding of how AI may perform in group decision-making. This paper presents a wizard-of-oz study in which two participants and an AI form a committee to rank three English essays. One novelty of our study is that we adopt a speculative design by endowing AI equal power to humans in group decision-making.We enable the AI to discuss and vote equally with other human members. We find that although the voice of AI is considered valuable, AI still plays a secondary role in the group because it cannot fully follow the dynamics of the discussion and make progressive contributions. Moreover, the divergent opinions of our participants regarding an "equal AI" shed light on the possible future of human-AI relations.

READ FULL TEXT

page 6

page 11

research
01/08/2022

Modeling Human-AI Team Decision Making

AI and humans bring complementary skills to group deliberations. Modelin...
research
01/13/2020

Artificial Artificial Intelligence: Measuring Influence of AI 'Assessments' on Moral Decision-Making

Given AI's growing role in modeling and improving decision-making, how a...
research
07/21/2023

Predict-AI-bility of how humans balance self-interest with the interest of others

Generative artificial intelligence holds enormous potential to revolutio...
research
08/19/2021

Improving Human Decision-Making with Machine Learning

A key aspect of human intelligence is their ability to convey their know...
research
01/14/2023

The Role of Heuristics and Biases During Complex Choices with an AI Teammate

Behavioral scientists have classically documented aversion to algorithmi...
research
05/12/2023

Retrospective End-User Walkthrough: A Method for Assessing How People Combine Multiple AI Models in Decision-Making Systems

Evaluating human-AI decision-making systems is an emerging challenge as ...
research
12/21/2021

Towards a Science of Human-AI Decision Making: A Survey of Empirical Studies

As AI systems demonstrate increasingly strong predictive performance, th...

Please sign up or login with your details

Forgot password? Click here to reset