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#large language models Open access Sep 2026

Effects of Shot Size on Social Impressions in Humans and Multimodal AI

The same person can be judged differently depending on how tightly they are framed. As image- and video-based evaluations become increasingly common in settings such as hiring, screening, and interviews, this raises a practical question: does shot size change social-impression ratings in human observers and a multimodal large language model (GPT-4o)? From one master photograph of each of eight adults with neutral expressions, we created medium-shot (MS), close-up (CU), and extreme-close-up (ECU) versions while holding expression, pose, lighting, perspective, and output size constant. Sixty participants rated all eight identities in a balanced design, and a fixed GPT-4o configuration evaluated each of the 24 images in ten stateless repetitions. Both evaluators rated the same five outcomes: Trust, Competence, Likeability, Discomfort, and Approachability. In human crossed linear mixed models, tighter framing increased Discomfort and decreased the other four outcomes; all five MS–ECU contrasts remained significant after Holm correction. Discomfort showed the largest human MS–ECU change (b = +0.600), whereas Competence showed the smallest (b = −0.221) and decreased in 5 of 8 identities. GPT-4o showed the same overall direction of change across all five outcomes, and all five identity-level MS–ECU sign-flip tests remained significant after Holm correction. The predicted larger CU–ECU change was not supported in humans, and no GPT-4o outcome showed a significant transition difference. For Discomfort, the larger observed change occurred from MS to CU in humans but from CU to ECU in GPT-4o. Across both evaluators, tighter framing produced less favorable social impressions and greater Discomfort for the same neutral identities.

Hua Hwang, 강다현, Sung Park · 0 citations