Abstract
Both humans and nonhuman animals can exhibit sensitivity to the approximate number of items in a visual array or events in a sequence, and across various paradigms, uncertainty in numerosity judgments increases with the number estimated or produced. The pattern of increase is usually described as exhibiting approximate adherence to Weber’s law, such that uncertainty increases proportionally to the mean estimate, resulting in a constant coefficient of variation. Such a pattern has been proposed to be a signature characteristic of an innate “number sense.” We reexamine published behavioral data from two studies that have been cited as prototypical evidence of adherence to Weber’s law and observe that in both cases variability increases less than this account would predict, as indicated by a decreasing coefficient of variation with an increase in number. We also consider evidence from numerosity discrimination studies that show deviations from the constant coefficient of variation pattern. Though behavioral data can sometimes exhibit approximate adherence to Weber’s law, our findings suggest that such adherence is not a fixed characteristic of the mechanisms whereby humans and animals estimate numerosity. We suggest instead that the observed pattern of increase in variability with number depends on the circumstances of the task and stimuli, and reflects an adaptive ensemble of mechanisms composed to optimize performance under these circumstances.
Highlights
Both humans and nonhuman animals can exhibit sensitivity to the approximate number of items in a visual array or events in a sequence, and across various paradigms, uncertainty in numerosity judgments increases with the number estimated or produced
The finding that uncertainty in the representation of the number of items increases in proportion to the number itself has been taken as a signature characteristic of the so-called approximate number system (Dehaene, 2003; Gallistel & Gelman, 2000), and has been used to support claims of ontogenetic and phylogenetic continuity of numerosity perception (Feigenson, Dehaene, & Spelke, 2004)
The trend of mean estimates is very well captured by power mean models, as indicated by the smaller sum squared error (SSE) for mu and by the curves shown in top panels of Fig. 2
Summary
Both humans and nonhuman animals can exhibit sensitivity to the approximate number of items in a visual array or events in a sequence, and across various paradigms, uncertainty in numerosity judgments increases with the number estimated or produced. For a given model variant and set of parameter values, the mean and CV of the observed responses relied on the estimated mean and standard deviation of the underlying Gaussian distribution for each presented numerosity, subject to restrictions imposed by the eight response categories used in the experiment (10, 20, 30, 40, 50, 60, 70, 80).
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