“…According to several studies, alphanumeric stimuli are more closely related to decoding than non-alphanumeric stimuli, at least in school-aged children (for reviews, see Araújo, Reis, Petersson, & Faís-ca, 2014;Georgiou & Parrila, 2013;. Non-alphanumeric stimuli are, instead, suggested to relate more to general processing speed (Catts, Gillispie, Leonard, Kail, & Miller, 2002), reading comprehension (Badian, 1993;Wolf, Bally, & Morris, 1986), or attention and executive functions (e.g., SemrudClikeman, Guy, Griffin, & Hynd, 2000;Stringer, Toplak, & Stanovich, 2004). It is also proposed that naming non-alphanumeric stimuli requires more efficient perceptional and semantic processing than naming alphanumeric stimuli (e.g., Braisby & Dockrell, 1999;Moore & Price, 1999).…”