mlsanityData to 7 Oct 2026

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

arXiv 2302.08807 ↗First posted 17 Feb 2023cs.HC cs.AIcited by 11

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Abstract (arXiv)

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.

Key facts. Cited by 11 papers in the map (data through 7 Oct 2026). Builds on 33 of its 104 references that are in the map. First posted on arXiv 17 Feb 2023.

Builds on

33 of 104 references.

References · 33

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21 more
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Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2024: 5; 2025: 4; 2026: 2.

11 papers.

  1. 2024Towards Human-AI Deliberation: Design and Evaluation of LLM-Empowered Deliberative AI for AI-Assisted Decision-Makingcited by 38
  2. 2024The "Colonial Impulse" of Natural Language Processing: An Audit of Bengali Sentiment Analysis Tools and Their Identity-based Biasescited by 16
  3. 2024Position: Towards Bidirectional Human-AI Alignmentcited by 15
  4. 2025From Conversation to Orchestration: HCI Challenges and Opportunities in Interactive Multi-Agentic Systemscited by 9
  5. 2024Charting the Future of AI in Project-Based Learning: A Co-Design Exploration with Studentscited by 8
  6. 2025Through the Lens of Human-Human Collaboration: A Configurable Research Platform for Exploring Human-Agent Collaborationcited by 4
  7. 2025MeetMap: Real-Time Collaborative Dialogue Mapping with LLMs in Online Meetingscited by 3
  8. 2025Adaptive Human-Agent Teaming: A Review of Empirical Studies from the Process Dynamics Perspectivecited by 1
  9. 2024ARTiST: Automated Text Simplification for Task Guidance in Augmented Realitycited by 0
  10. 2026Exploring Teachers' Perspectives on Using Conversational AI Agents for Group Collaborationcited by 0
  11. 2026DocuTeam: Mixed-Initiative Multi-Agent Discussions around Evolving Documentscited by 0