132 K. Rastle, M. Brysbaert / Cognitive Psychology 53 (2006) 97–145procedure that is weak and that operates relatively slowly. If a <strong>phonological</strong> assembly procedureis too strong or operates too quickly, regularization errors will result (as demonstrated<strong>in</strong> Simulation 5). The <strong>in</strong>direct <strong>phonological</strong> pathway of the <strong>English</strong> DRC modelunder the standard parameterization is, <strong>in</strong> fact, so weak and must operate so slowly relativeto the direct orthographic pathway that Ziegler et al. (2003) had to speed it up to simulateread<strong>in</strong>g aloud adequately <strong>in</strong> the more spell<strong>in</strong>g-sound regular French language. Onthe other hand, the existence of masked <strong>phonological</strong> <strong>prim<strong>in</strong>g</strong> <strong>effects</strong> appears to requirea <strong>phonological</strong> assembly procedure that operates quickly and that is strong enough tomake a substantial contribution to the activation of the lexical entries monitored <strong>in</strong> lexicaldecision (aga<strong>in</strong>, as demonstrated <strong>in</strong> Simulation 5).Not surpris<strong>in</strong>gly, theorists from weak <strong>phonological</strong> and strong <strong>phonological</strong> perspectiveshave to date focused on different aspects of this fundamental dilemma. Weak <strong>phonological</strong>theorists <strong>in</strong>clud<strong>in</strong>g the DRC modellers have paid particular attention to theproblem of read<strong>in</strong>g aloud irregular words, and have proposed to deal with the problemof masked <strong>phonological</strong> <strong>prim<strong>in</strong>g</strong> <strong>effects</strong> by doubt<strong>in</strong>g their empirical basis. The empiricalcontribution of this article demonstrates that these doubts cannot be susta<strong>in</strong>ed. Conversely,strong <strong>phonological</strong> theorists have paid particular attention to the problem of masked<strong>phonological</strong> <strong>prim<strong>in</strong>g</strong> <strong>effects</strong>, and have dealt with the problem of read<strong>in</strong>g irregular wordsby propos<strong>in</strong>g a procedure whereby the <strong>in</strong>itial <strong>phonological</strong> representation is ‘‘...shaped(whether serially or <strong>in</strong> parallel) through top-down lexical knowledge to yield a f<strong>in</strong>al correctpronunciation’’ (Frost, 1998, p. 89). Exactly how such a procedure is meant to operatehas, however, never been described <strong>in</strong> any k<strong>in</strong>d of detail; and there is no guarantee thatit could even be implemented as a work<strong>in</strong>g computational model. To our knowledge,no weak or strong <strong>phonological</strong> theory has yet been proposed that postulates a <strong>phonological</strong>assembly procedure that is rapid and/or strong enough to <strong>in</strong>fluence the earliest stagesof word recognition, but also slow and/or weak enough to reta<strong>in</strong> the ability to read aloud<strong>English</strong> exception words correctly.7.3. Reconcil<strong>in</strong>g weak and strong <strong>phonological</strong> theoriesOur view is that br<strong>in</strong>g<strong>in</strong>g together the commitments from weak and strong <strong>phonological</strong>perspectives may provide a solution to this fundamental dilemma. Our start<strong>in</strong>g po<strong>in</strong>tis the idea that <strong>phonological</strong> codes are generally regarded as far more stable and retrievablethan orthographic codes, hence their importance <strong>in</strong> short-term memory (e.g.,Baddeley, 1986) and <strong>in</strong> text read<strong>in</strong>g (e.g., Brysbaert, Grondelaers, & Rat<strong>in</strong>ckx, 2000; Rayner& Pollatsek, 1987). Phonological representations also develop far earlier <strong>in</strong> life thanread<strong>in</strong>g beg<strong>in</strong>s, and thus provide an anchor onto which correspond<strong>in</strong>g orthographic codescan develop (see Kello & Plaut, 2003, <strong>for</strong> discussion). Despite the relative importance of<strong>phonological</strong> codes <strong>in</strong> the cognitive system, implemented models of skilled read<strong>in</strong>g (e.g.,Coltheart et al., 2001; Gra<strong>in</strong>ger & Jacobs, 1996) have generally assumed that visual wordrecognition (as <strong>in</strong>dexed by the lexical decision task) is based on the analysis of orthographiccodes. Neuropsychological research has certa<strong>in</strong>ly demonstrated that it is wholly possibleto recognize words solely on the basis of an analysis of orthographic representations (seeColtheart, 2004, <strong>for</strong> a review). However, we submit that it is not impossible that visualword recognition <strong>in</strong> normal skilled readers is based largely on an analysis of <strong>phonological</strong>representations. Could a theory that reta<strong>in</strong>ed the commitment to direct orthographic and<strong>in</strong>direct <strong>phonological</strong> pathways, but that made lexical decisions on the basis of an analysis
K. Rastle, M. Brysbaert / Cognitive Psychology 53 (2006) 97–145 133of <strong>phonological</strong> representations, provide a means of reconcil<strong>in</strong>g the dilemma outl<strong>in</strong>edabove?To <strong>in</strong>vestigate this possibility, we conducted an additional simulation with the DRCmodel identical to that described <strong>in</strong> Simulation 1 (i.e., standard parameters <strong>for</strong> lexical decision;Coltheart et al., 2001), except that we monitored the activation of target <strong>phonological</strong>units <strong>in</strong>stead of target orthographic units <strong>in</strong> response to the <strong>phonological</strong> prime andgraphemic control stimuli. This simulation revealed significantly greater activation produced<strong>in</strong> target <strong>phonological</strong> units by <strong>phonological</strong> primes than by graphemic controlsat 50 cycles, t(111) = 2.05, p < .05, and at 100 cycles, t(111) = 3.74, p < .01. This outcomeis considerably better than that achieved <strong>in</strong> Simulation 1, and <strong>in</strong>deed, is similar to thatachieved <strong>in</strong> Simulation 4 follow<strong>in</strong>g radical changes the model’s parameters. 4 M<strong>in</strong>dful thatfurther (though, we believe, relatively m<strong>in</strong>or) parametric alterations are necessary to demonstratethe small but significant fast <strong>phonological</strong> <strong>prim<strong>in</strong>g</strong> effect found <strong>in</strong> human readers,we feel confident on the basis of this simulation <strong>in</strong> suggest<strong>in</strong>g that masked <strong>phonological</strong><strong>prim<strong>in</strong>g</strong> <strong>effects</strong> are problematic <strong>for</strong> the DRC model only with respect to its assumptionthat orthographic codes provide the sole basis <strong>for</strong> lexical decisions. On a more generalnote, the compromise approach that we have adopted <strong>in</strong> this simulation has come closerthan any other theory to resolv<strong>in</strong>g the dilemma created by masked <strong>phonological</strong> <strong>prim<strong>in</strong>g</strong><strong>effects</strong> <strong>in</strong> a language characterized by a substantial degree of spell<strong>in</strong>g-sound irregularity.One immediate objection to this approach is that lexical decisions based solely on <strong>in</strong><strong>for</strong>mationat a <strong>phonological</strong> level would not allow discrim<strong>in</strong>ation between words and pseudohomophones(e.g., bra<strong>in</strong> versus brane). Indeed, it is exactly this problem that hasrequired strong <strong>phonological</strong> theorists (e.g., Frost, 1998; Lukatela & Turvey, 1994a,1994b) to postulate a spell<strong>in</strong>g check, presumed to follow the activation of lexical entriesby the assembled <strong>phonological</strong> code. This objection is fallacious, however, because it missesthe subtle po<strong>in</strong>t that <strong>in</strong> theories that postulate a direct orthographic pathway (such asthe DRC model), the activation of <strong>phonological</strong> representations is already constra<strong>in</strong>ed byorthographic <strong>in</strong><strong>for</strong>mation. While ‘bra<strong>in</strong>’ and ‘brane’ both activate the <strong>phonological</strong>unit <strong>for</strong> /braen/ via assembled phonology, only ‘bra<strong>in</strong>’ activates the <strong>phonological</strong> unit<strong>for</strong> /braen/ via the direct orthographic pathway. The result is greater activation <strong>for</strong> thestimulus ‘bra<strong>in</strong>’ than the stimulus ‘brane’ <strong>in</strong> the <strong>phonological</strong> unit /braen/.To confirm this verbal description, we conducted a simulation with the DRC modelrunn<strong>in</strong>g under the standard parameters <strong>for</strong> lexical decision, which was similar to Simulation6. Two sources of <strong>phonological</strong> <strong>in</strong><strong>for</strong>mation—total activation <strong>in</strong> the <strong>phonological</strong> lexiconand maximum activation of any <strong>phonological</strong> unit—were monitored while the DRCmodel processed each of the 112 word targets and 112 pseudohomophone targets used <strong>in</strong>Experiment 2. The results of this simulation, shown <strong>in</strong> Fig. 3, demonstrate clearly thatactivation <strong>in</strong> <strong>phonological</strong> lexical entries alone provides a reliable source of <strong>in</strong><strong>for</strong>mationwith which to discrim<strong>in</strong>ate between words and pseudohomophones. Lexical decisions4 The DRC model was relatively successful <strong>in</strong> this <strong>in</strong>stance <strong>for</strong> two reasons. First, there are no <strong>in</strong>hibitoryconnections between the orthographic lexicon and the <strong>phonological</strong> lexicon <strong>in</strong> the DRC model. Thus, the massive<strong>in</strong>hibition faced at the orthographic level when <strong>phonological</strong> primes and targets are visually dissimilar is nottransmitted to the <strong>phonological</strong> level. Second, activation from the <strong>phonological</strong> assembly procedure both arrivesat the <strong>phonological</strong> lexicon more quickly than it arrives at the orthographic lexicon and suffers a much lesserreduction <strong>in</strong> magnitude when it is transmitted to the <strong>phonological</strong> lexicon than when it is transmitted to theorthographic lexicon.
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