arXiv cs.CL· Organizers of QueerInAI, :, A Pranav, Alissa A. Valentine, Alex Markham, Beckett LeClair, Tereza Blazkova, Ekaterina Kornilitsina, Sofie H. Bruun, Gerasimos Spanakis, Anne Lauscher·· 11 小时前AI 评分18
基于社区的 AI 危害审计：EurIPS 2025 工作坊对 queer 群体的 4Cs 危害分类实践
Queering the Audits: Community-Based Auditing of AI Harms to Queer Communities
AI 导读
研究团队在 EurIPS 2025 举办参与式审计工作坊，16 名 queer 社区成员用 4Cs 危害分类法（Content、Conduct、Contact、Contract）审计了四个案例。参与者将四类案例的危害均追溯到问题定义与数据收集环节，并识别出从弱势群体中提取价值却几乎不提供救济的合同结构。结果表明，社区参与的审计能发现聚合评估方法可能忽略的具体、身份相关危害。
正文 · 原文
Abstract:AI systems embed majority-group defaults into training data, evaluation metrics, and category definitions, producing documented harms for queer communities including erasure, misclassification, and discrimination. Standard technical audits often rely on aggregate measures and cannot detect harms that be come visible only through the lived experience of affected communities. We conducted a participatory auditing workshop at EurIPS 2025 where 16 queer community members audited four case studies using the 4Cs harm taxonomy (Content, Conduct, Contact, Contract) applied across the AI lifecycle. Participants used structured worksheets and plenary synthesis to classify harms and trace them to their origins in the development pipeline. Across all four cases, participants traced harms to problem definition and data collection, and they identified contractual structures that extract value from vulnerable populations while providing minimal recourse. These findings illustrate that community-informed auditing surfaces concrete, identity-specific harms that aggregate evaluation methods risk overlooking.
| Comments: | Published in Identity Aware AI workshop at LREC 2026 |
| Subjects: | Computation and Language (cs.CL); Computers and Society (cs.CY) |
| Cite as: | arXiv:2611.00345 [cs.CL] |
| (or arXiv:2611.00345v1 [cs.CL] for this version) | |
| https://doi.org/10.48550/arXiv.2611.00345 arXiv-issued DOI via DataCite (pending registration) |
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| Journal reference: | In Proceedings of the Second Workshop of Identity Aware AI at 2026, pages 66-76, Palma de Mallorca, Spain. European Language Resources Association |
| Related DOI: | https://doi.org/10.63317/5acrwqmesyw4
DOI(s) linking to related resources |
Submission history
From: A Pranav [view email]
[v1]
Fri, 30 Oct 2026 20:26:03 UTC (405 KB)
来源：arXiv cs.CL · arxiv.org