arXiv cs.CL· Paul R\"ottger, Kobi Hackenburg, Hannah Rose Kirk, Christopher Summerfield·· 6 天前AI 评分62
研究:AI 写作辅助如何扭曲对使用者及其观点的认知
How AI Writing Assistance Distorts Perceptions of AI Users and Their Opinions
AI 导读
arXiv 论文《How AI Writing Assistance Distorts Perceptions of AI Users and Their Opinions》通过实验发现,使用 AI 辅助写作会让他人认为作者更固执己见、更有能力、更积极且更具人口统计优势。
正文 · 原文
Abstract:Hundreds of millions of people use AI for writing assistance. We asked how AI distorts perceptions of AI users and their opinions. Writers (N=2,939) wrote political opinion paragraphs with and without AI assistance. Separate readers (N=11,091) blindly evaluated these paragraphs and made inferences about the writers. With AI, writers seemed more opinionated, competent, positive, and demographically privileged. Writers objected to many of these distortions yet preferred AI-assisted text even when made aware of them. Reward models trained on our data mitigated objectionable distortions but reduced user acceptance. Additional readers (N=8,798) trusted AI-assisted writers more and were more persuaded by AI writing when AI was more distortive. Overall, distortions from AI writing assistance are pervasive, persistent under human oversight, and likely to have consequential effects on human behaviours and attitudes.
| Comments: | For supplementary materials, code, and data see this https URL |
| Subjects: | Computation and Language (cs.CL) |
| Cite as: | arXiv:2604.22503 [cs.CL] |
| (or arXiv:2604.22503v3 [cs.CL] for this version) | |
| https://doi.org/10.48550/arXiv.2604.22503 arXiv-issued DOI via DataCite |
Submission history
From: Paul Röttger [view email]
[v1]
Fri, 24 Apr 2026 12:31:11 UTC (1,354 KB)
[v2]
Mon, 29 Jun 2026 11:51:27 UTC (1,436 KB)
[v3]
Thu, 8 Oct 2026 19:19:51 UTC (3,683 KB)
来源:arXiv cs.CL · arxiv.org