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Moderate evidence

ProblemPublished recordScienceProblem Space

AI Chatbot’s Self-Confidence Cues Shape Users’ Impressions of the Chatbot, but Not Accuracy Judgments of Hallucinated Responses

Truvace record
TRV-2026-2638raw data (JSON)
Version
v1Published
First published
Evidence type
Randomized controlled trial
Sources
1 sourcePeer-reviewed
sha256
e5f910c03daa…check it

A 2 × 2 × 2 (confidence level × confidence variability × confidence modality) between-subjectsonline experiment (N = 738) examined how an AI chatbot’s self-confidence influences users’ evaluations of the chatbot and its hallucinated outputs. When confidence variability was low, more dominant participants evaluated the verbal (vs. numerical) chatbot more positively and indicated greater willingness to use it, whereas less dominant participants favored the numerical chatbot. In the high-variability condition, thes…

The problem

In an online experiment of 738 people, a chatbot's self-confidence cues changed how positively users rated it, but did not change how accurate they judged its hallucinated outputs to be.

Sources

1 on file
  1. Journal of Broadcasting & Electronic Mediadoi:10.1080/08838151.2026.2752936
    Peer-reviewed2026-11-02

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v1

Truvace Impact Record TRV-2026-2638, v1: “AI Chatbot’s Self-Confidence Cues Shape Users’ Impressions of the Chatbot, but Not Accuracy Judgments of Hallucinated Responses.” Truvace, 2026-11-12. /record/TRV-2026-2638 (accessed on the day you copy it). sha256 e5f910c03daab3b3…

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