Word
apophenia
Definition
n. the tendency to perceive meaningful patterns or connections in random or meaningless data.
n. the spontaneous perception of meaningful connections and coherent patterns among completely unrelated or random sensory inputs.
Examples
“Seeing a human face in the toast is a harmless example of apophenia.”
“AI researchers study apophenia to understand why large language models hallucinate factual connections that do not exist.”
“In machine learning diagnostic audits, apophenia manifests when feature attribution methods highlight spurious correlations within the training dataset.”
Examples
simple
“Seeing a human face in the toast is a harmless example of apophenia.”
contextual
“AI researchers study apophenia to understand why large language models hallucinate factual connections that do not exist.”
complex
“In machine learning diagnostic audits, apophenia manifests when feature attribution methods highlight spurious correlations within the training dataset.”
Real-World Examples
“Pareidolia is a type of apophenia involving the perception of images or sounds in random stimuli.” “Apophenia, he said, was a weakness of human cognition: the “pervasive tendency … to see order in random configurations,” an “unmotivated seeing of connections,” the experience of “delusion as revelation.” Etymology
Coined in 1958 by German neuropsychologist Klaus Conrad (as Apophänie, from ancient Greek apophainein, meaning 'to reveal' or 'make manifest') to describe the unmotivated perception of abnormal meaningfulness.
Etymology adapted from Wiktionary, available under CC BY-SA 4.0.
Domains
Scan code
englishreference.com/q/apophenia