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arXiv cs.AI· Dalia Ali, Yearin Lee, Cheng Yu, Ro Encarnaci\'on, Alsanosi Adam, Dana\'e Metaxa, Ingmar Weber, Orestis Papakyriakopoulos·· 12 小时前AI 评分31

苏丹紧急响应室研究:武装冲突中如何负责任地使用生成式 AI

Responsible GenAI Use During Active Armed Conflict: Evidence from Sudan's Emergency Response Rooms

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一项针对苏丹紧急响应室(ERRs)89 名受访者和 15 场半结构化访谈的探索性研究显示,战争让 GenAI 在其输出最难核实时反而最有用,冲突使人难以或无法安全接触人类专家时,救援人员会转向 GenAI。

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Abstract:Armed conflict can increase the value of Generative AI (GenAI) while undermining the conditions required for its responsible use. Yet the perspectives of community-based humanitarian responders working under these conditions remain underrepresented in responsible AI research. We examine GenAI use in Sudan's Emergency Response Rooms (ERRs), a community-led humanitarian network, through an exploratory survey of 89 respondents and 15 semi-structured interviews with GenAI users and non-users. War reconfigures GenAI's role, making it most useful where its outputs are hardest to verify. ERR responders turned to GenAI when conflict made human expertise difficult or dangerous to reach. However, participants cautioned that GenAI could not independently establish rapidly changing local conditions, and that relying on its outputs could lead to harmful decisions when human verification was difficult. Risks arose before GenAI was used. For some volunteers, carrying a phone or accessing the internet could expose them to danger. Others were concerned that sharing sensitive beneficiary or operational information with GenAI could put people at risk. Participants feared that AI-assisted reports could undermine their credibility with donors, whose funding sustains the food and medical aid ERRs provide. Access to GenAI was uneven, and volunteers using it sometimes relied on colleagues with relevant expertise or local knowledge to verify its results. Our findings show that responsible use of GenAI during conflict depends not only on model performance or individual adoption, but also on whether responders can safely access these tools, verify their outputs against local conditions, and recognize when limiting or avoiding GenAI is the more responsible choice.
Subjects: Artificial Intelligence (cs.AI); Human-Computer Interaction (cs.HC)
Cite as: arXiv:2611.07874 [cs.AI]
  (or arXiv:2611.07874v1 [cs.AI] for this version)
  https://doi.org/10.48550/arXiv.2611.07874

arXiv-issued DOI via DataCite (pending registration)

Submission history

From: Dalia Ali [view email]
[v1] Thu, 5 Nov 2026 11:52:14 UTC (1,672 KB)

来源:arXiv cs.AI · arxiv.org