arXiv cs.CY· Haoning Xue, Sijia Qian, Christopher Calabrese, Cuihua Shen, Laramie Taylor, Yixuan Wang·· 11 小时前AI 评分34
研究：GenAI 视频辨别中的过度自信与分享意愿相关
Sure Enough to Share? Overconfidence in GenAI Video Discernment is Associated with Sharing Intentions
AI 导读
一项在线研究（N = 973）发现，参与者辨别 GenAI 生成视频的准确率为 62.5%，但普遍高估自身辨别能力，自我定位高出 12.8 个百分点。过度精确与更强的分享意愿及将视频判为真人拍摄的倾向持续正相关，年龄、GenAI 使用频率和 AI 素养与三种过度自信形式均呈正相关。
正文 · 原文
Abstract:Generative Artificial Intelligence (GenAI) is blurring the line between synthesized and recorded videos, but less is known about people's awareness of their discernment abilities and the consequences of miscalibration. This study examines three forms of overconfidence in GenAI video discernment (i.e., overestimation, overplacement, and overprecision) and their associations with source judgments and sharing intentions in an online study (N = 973). Participants evaluated videos depicting everyday scenes and achieved 62.5% accuracy. Three forms of overconfidence showed distinct patterns: participants overplaced themselves by 12.8 percentile points, but overprecision showed consistent positive associations with sharing intentions and the tendency to classify videos as human-made. Age, GenAI usage, and AI literacy showed consistent positive associations with all three forms of overconfidence. These findings highlight the importance of distinguishing the three forms of overconfidence to better understand GenAI engagement and incorporating metacognition into interventions to support informed media consumption.
| Subjects: | Human-Computer Interaction (cs.HC); Computers and Society (cs.CY) |
| Cite as: | arXiv:2611.05844 [cs.HC] |
| (or arXiv:2611.05844v1 [cs.HC] for this version) | |
| https://doi.org/10.48550/arXiv.2611.05844 arXiv-issued DOI via DataCite (pending registration) |
Submission history
From: Haoning Xue [view email]
[v1]
Wed, 4 Nov 2026 02:33:00 UTC (1,487 KB)
来源：arXiv cs.CY · arxiv.org