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essay · 2026-10-31

Humility & being wrong well

A recent study titled Being wrong at times – measuring situational variability in ... (published July 1, 2026) examined how people differ in their willingness to admit error across five imagined situations using a novel vignette‑based questionnaire. The authors found that individuals who score higher on intellectual humility also show larger gaps between their stated belief and actual outcome in those scenarios. Another source, Epistemic Humility and Metacognition (Aug 10, 2025), notes that recognizing one’s potential error leads to greater monitoring and checking of reasoning, which in turn boosts metacognitive awareness. Together, these papers reveal a clear link: the ability to vary one’s humility depending on context predicts whether someone will catch mistakes and adjust beliefs. This matters because researchers building large language models must account for how users’ openness about uncertainty influences trust and performance. The key figure from the first article is a five‑scenario vignette questionnaire, while the second cites metacognitive skill enhancement as a predictor.

Researchers should look up “vignette‑based questionnaire” or **“intellectual hum

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