arXiv cs.CY· Claudio Novelli, Javier Argota Sanchez-Vaquerizo, Jennifer Cyr, Giuliano Formisano, Simon McDougall, Giulia Sandri, Luciano Floridi·· 4 天前AI 评分27
当政党可以使用 AI 模拟焦点小组：AI 模拟焦点小组何时可用于竞选研究
Fake Plastic Voters: When Political Parties Can Use AI-Simulated Focus Groups
AI 导读
论文提出一个决策矩阵，帮助政党策略师判断何时可用 AI 增强模拟技术（AESTs）开展合成焦点小组、何时需升级为混合或全人工焦点小组。
正文 · 原文
Abstract:Political parties strive to understand their electorates, and focus groups are a vital tool in these efforts. AI-enhanced simulation technologies (AESTs) enable synthetic focus groups in a fraction of the time (and cost), raising the question of when and how such simulated evidence can be used in campaign research. This paper develops a decision matrix to help party strategists match research needs to appropriate simulation technologies and to identify when to escalate to hybrid or fully human focus groups. The matrix combines three dimensions: strategic purpose, deployment risk, and empirical grounding of the simulation tool. Strategic purpose is the decisive dimension, as it determines what kind of evidence the focus group is meant to produce: observing how political meanings and identities emerge through interaction (Mode 1) or testing and refining campaign messages (Mode 2). The matrix shows that, given documented failure modes such as sycophancy, persona drift, and the suppression of minority viewpoints, AESTs cannot replace human interaction in Mode 1 at any risk level. Within Mode 2, suitability depends instead on deployment risk and on the empirical grounding. Yet even here, we caution that routine reliance on AESTs may erode the qualitative craft on which sound judgment depends.
| Subjects: | Computers and Society (cs.CY); Multiagent Systems (cs.MA) |
| Cite as: | arXiv:2606.00043 [cs.CY] |
| (or arXiv:2606.00043v2 [cs.CY] for this version) | |
| https://doi.org/10.48550/arXiv.2606.00043 arXiv-issued DOI via DataCite |
Submission history
From: Claudio Novelli [view email]
[v1]
Tue, 28 Apr 2026 19:06:15 UTC (692 KB)
[v2]
Tue, 13 Oct 2026 19:47:40 UTC (690 KB)
来源：arXiv cs.CY · arxiv.org