Models Of Visual Word Recognition Research Articles

The impact of capitalized German words on lexical access.

Leading models of visual word recognition assume that the process of word identification is driven by abstract, case-invariant units (e.g., table and TABLE activate the same abstract representation). But do these models need to be modified to meet nuances of orthography as in German, where the first letter of common nouns is capitalized (e.g., Buch [book] and Hund [dog], but blau [blue])? To examine the role of initial capitalization of German words in lexical access, we chose a semantic categorization task ("is the word an animal name?"). In Experiment 1, we compared German words in all-lowercase vs. initial capitalization (hund, buch, blau vs. Hund, Buch, Blau). Results showed faster responses for animal nouns with initial capitalization (Hund < hund) and faster responses for lowercase non-nouns (blau < Blau). Surprisingly, we found faster responses for lowercase non-animal nouns (buch < Buch). As the latter difference could derive from task demands (i.e., buch does not follow German orthographic rules and requires a "no" response), we replaced the all-lowercase format with an orthographically legal all-uppercase format in Experiment 2. Results showed an advantage for all nouns with initial capitalization (Hund < HUND and Buch < BUCH). These findings clearly show that initial capitalization in German words constitutes an essential part of the words' representations and is used during lexical access. Thus, models of visual word recognition, primarily focused on English orthography, should be expanded to the idiosyncrasies of other Latin-based orthographies.

On the role of the written accent mark in visual word recognition in Spanish

BackgroundPrevious research has shown that syllables are important units in visual word recognition in Spanish. If they are treated as real phonological units, then other related phonological features such as lexical stress (syllable prominence) may also play a role in this process. At times, lexical stress is the only difference between minimal pairs in Spanish (e.g., sábana ‘sheet’ vs sabana ‘savannah’). These words are usually distinguished by an accent mark. This research examines whether lexical stress is used in visual word recognition and the role of the written accent mark in this process.MethodsIn a lexical decision task, words with an irregular stress pattern according to generative phonological rules (e.g., túnel ‘tunnel’ or mitin ‘meeting’) were compared with regular words (e.g., melón ‘melon’ or grifo ‘faucet’).ResultsIrregular words without an accent mark (mitin) were particularly difficult to recognise. However, irregulars that carried an accent mark were identified significantly more quickly and accurately.ConclusionsThese findings are discussed as evidence that lexical stress may be an important cue in visual word recognition in Spanish, as suggested by previous research in the psycholinguistic and educational fields, and that models of visual word recognition should consider the impact of the accent mark in languages such as Spanish.

A word or two about nonwords: Frequency, semantic neighborhood density, and orthography-to-semantics consistency effects for nonwords in the lexical decision task.

For the most part, the effects of lexical-distributional properties of words on visual word recognition are well-established. More uncertainty remains, however, about the influence of these properties on lexical processing for nonwords. The work presented here investigates the mechanisms that guide nonword processing through an analysis of lexical decision latencies for 18,547 words and 27,079 nonwords in the British Lexicon Project (Keuleers, Lacey, Rastle, & Brysbaert, 2012) using piecewise generalized mixed models (pamms; Bender, Groll, & Scheipl, 2018; Bender & Scheipl, 2018; Bender, Scheipl, Hartl, Day, & Küchenhoff, 2018). The pamm analysis of the data revealed 2 novel effects for nonwords in the lexical-decision task. First, whereas previous studies reported effects of base word frequency, the current study is the first to document a true nonword frequency effect. Second, we report effects of semantic neighborhood density and orthography-to-semantics consistency; not only for words, but also for nonwords. The effects of frequency, semantic neighborhood density and orthography-to-semantics consistency are facilitatory for words, but inhibitory for nonwords. The pamm analysis offers insights into the temporal development of the effects of lexical-distributional variables that are not available through more traditional analysis techniques and that shed new light on lexical processing in visual word recognition tasks. The implications of the reported results for models of visual word recognition are discussed. (PsycInfo Database Record (c) 2021 APA, all rights reserved).

What masked priming effects with abbreviations can tell us about abstract letter identities.

Models of visual word recognition share the assumption that lexical access is based on abstract letter identities. The present study re-examined the assumption that this is because information about the visual form of the letter is lost early in the course of activating the abstract letter identities. The main support for this assumption has come from the case-independent masked priming effects. Experiment 1 used common English words presented in lowercase as targets in lexical decision, and replicated the oft-reported case-independent identity priming effect (e.g., edge-edge = EDGE-edge). In contrast, Experiment 2 using abbreviations (e.g., DNA, CIA) produced a robust case-dependent identity priming effect (e.g., DNA-DNA < dna-DNA). Experiment 3 used the same abbreviation stimuli as primes in a semantic priming lexical decision experiment. Here the prime case effect was absent, but so was the semantic priming effect (e.g., dna-GENETICS = DNA-GENETICS = LSD-GENETICS). The results question the view that information about the visual form of the letter is lost early. We offer an alternative perspective that the abstract nature of priming for common words stems from how these words are represented in the reader's lexicon. The implication of these findings for letter and word recognition is discussed. (197 words).

Do effects of visual contrast and font difficulty on readers' eye movements interact with effects of word frequency or predictability?

The time a reader's eyes spend on a word is influenced by visual (e.g., contrast) as well as lexical (e.g., word frequency) and contextual (e.g., predictability) factors. Well-known visual word recognition models predict that visual and higher-level manipulations may have interactive effects on early eye movement measures, because of cascaded processing between levels. Previous eye movement studies provide conflicting evidence as to whether they do, possibly because of inconsistent manipulations or limited statistical power. In the present study, 2 highly powered experiments used sentences in which a target word's frequency and predictability were factorially manipulated. Experiment 1 also manipulated visual contrast, and Experiment 2 also manipulated font difficulty. Robust main effects of all manipulations were evident in both experiments. In Experiment 1, interactions between the effect of contrast and the effects of frequency and predictability were numerically small and statistically unreliable in both early (word skipping, first fixation duration) and later (gaze duration, go-past time) measures. In Experiment 2, frequency and predictability did demonstrate convincing interactions with font difficulty, but only in the later measures, possibly implicating a checking mechanism. We conclude that although the predicted interactions in early eye movement measures may exist, they are sufficiently weak that they are difficult to detect even in large eye movement experiments. (PsycInfo Database Record (c) 2020 APA, all rights reserved).

Syllable effects in beginning and intermediate European-Portuguese readers: Evidence from a sandwich masked go/no-go lexical decision task.

Reading is one of the most important milestones a child achieves throughout development. Above the letter level, the syllable has been shown to play a relevant role at early stages of visual word recognition in adult skilled readers. However, studies aiming to examine when, during reading acquisition, the syllable emerges as a functional sublexical unit are scarce, and the studies conducted so far have led to inconsistent results. In this work, beginning and intermediate European-Portuguese (EP) developing readers performed a sandwich masked lexical decision task in which CV (e.g., RU.MOR[rumour]) and CVC (e.g., CIS.NE[swan]) first-syllable EP words were preceded either by syllable congruent (e.g., rum.ba-RU.MOR, cis.ra-CIS.NE), syllable incongruent (e.g., rum.ba-RU.MOR, ci.ser-CIS.NE), unrelated (e.g., va.cra-RU.MOR, zar.vo-CIS.NE) pseudowords primes, or identity (e.g., ru.mour-RU.MOUR, cis.ne-CIS.NE) primes. Results showed reliable syllable effects only for intermediate readers and for CV and CVC words alike. Findings are discussed attending to current models of visual word recognition.

The role of letter features on the consonant-bias effect: Evidence from masked priming

Recent research has shown an advantage of consonants at early stages of visual word recognition (C-bias), although the locus of this effect remains elusive. Here we examine whether the C-bias is affected by the consonant letters' features. Skilled readers performed a masked priming lexical decision task in which target words containing only either consonants without any ascending/descending features (flat words, canino[canine]) or consonants with ascending/descending features (non-flat words, palito[toothpick]) were preceded by briefly (50 ms) presented primes that could preserve the same consonants of the targets (cenune-CANINO, pelute-PALITO), the same vowels of the targets (raxizo-CANINO, fajibo-PALITO), or, as controls, unrelated (ruxuze-CANINO, fejube-PALITO) and identity primes (canino-CANINO, palito-PALITO). The case in which prime-target pairs were presented was also manipulated (lower-upper vs. upper-lower). Results showed that in both case conditions flat words were recognized faster than non-flat words. Evidence for the C-bias was observed both for flat and non-flat words in the lower-upper condition, in which a vowel inhibitory priming effect was also observed for non-flat words. In the upper-lower condition, however, the C-bias was restricted to flat words. These findings suggest that letter features play a role in the C-bias and ask for amendments in current models of visual word recognition.

Jalapeno or jalapeño: Do diacritics in consonant letters modulate visual similarity effects during word recognition?

AbstractPrior research has shown that word identification times to DENTIST are faster when briefly preceded by a visually similar prime (dentjst; i↔j) than when preceded by a visually dissimilar prime (dentgst). However, these effects of visual similarity do not occur in the Arabic alphabet when the critical letter differs in the diacritical signs: for the target the visually similar one-letter replaced prime (compare and is no more effective than the visually dissimilar one-letter replaced prime Here we examined whether this dissociative pattern is due to the special role of diacritics during word processing. We conducted a masked priming lexical decision experiment in Spanish using target words containing one of two consonants that only differed in the presence/absence of a diacritical sign: n and ñ. The prime-target conditions were identity, visually similar, and visually dissimilar. Results showed an advantage of the visually similar over the visually dissimilar condition for muñeca-type words (muneca-MUÑECA &lt; museca-MUÑECA), but not for moneda-type words (moñeda-MONEDA = moseda-MONEDA). Thus, diacritical signs are salient elements that play a special role during the first moments of processing, thus constraining the interplay between the “feature” and “letter” levels in models of visual word recognition.

Context Effect on L2 Word Recognition: Visual Versus Auditory Modalities.

This study tested the effect of constraining sentence context on word recognition time (RT) in the first and second language. Native (L1) and nonnative (L2) speakers of English performed self-paced reading and listening tasks to see whether a semantically-rich preceding context would lead to the activation of a probable upcoming word prior to encountering it. The pre-access prediction model (e.g., Altmann and Kamide in Cognition 73(3):247-264, 1999; McClelland and Rumelhart in Psychol Rev 88:375-407, 1981) posits that when the preceding context is semantically high-constraining, the perceptual system anticipates a probable upcoming word prior to encountering it. In contrast, the post-access model (e.g., Fodor in The modularity of mind, MIT Press, Cambridge, 1983; Forster in Q J Exp Psychol Sect A 33(4):465-495, 1981; Traxler et al. in J Psycholinguist Res 29(6):581-595, 2000; Van Petten and Luka in Int J Psychophysiol 83(2): 176-190, 2012) suggests that it is only after a word is encountered that a subsequent process integrates it into the preceding context. The integration process is easier and faster when the word is more congruent with the preceding context. In line with these two models of visual word recognition, auditory word recognition is modeled by the TRACE model (McClelland and Elman in Cogn Psychol 18(1):1-86, 1986), which suggests that a spoken word is influenced by the preceding sentence context, whereas models such as the cohort model (Marslen-Wilson in Cognition 25(1-2):71-102, 1987) support a post-access integration process. Some studies observe a facilitative effect of sentence context on L2 word recognition (e.g., Kamide et al. in J Mem Lang 49(1):133-156, 2003), while others find no effect of sentence context in L2 (e.g., Ito et al. in Lang Cogn Neurosci 32(8):954-965, 2017; Martin et al. in J Mem Lang 69(4):574-588, 2013). In the present experiments, the RTs of native English speakers (L1) and non-native English speakers (L2) were collected in both visual and auditory word recognition in semantically high-constraint sentences and semantically low-constraint sentences. A linear, mixed-effects model shows that both groups of participants are faster to recognize a word when it is preceded by a semantically high-constraining context. This result is observed in both the visual and the auditory modalities, lending some support for a mechanism facilitating the access of target words based on sentence context in both L1 and L2.

A delay in processing for repeated letters: Evidence from megastudies

Repetitions of letters in words are frequent in many languages. Here we explore whether these repetitions affect word recognition. Previous studies of word processing have not provided conclusive evidence of differential processing between repeated and unique letter identities. In the present study, to achieve greater power, we used regression analyses on existing mega-studies of visual word recognition latencies. In both lexical decision (in English, Dutch, and French) and word naming (in English), there was strong evidence that repeated letters delay visual word recognition after major covariates are partialed out. This delay was most robust when the repeated letters occurred in close proximity but not in immediate adjacency to each other. Simulations indicated that the observed inhibitory pattern of repeated letters was not predicted by three leading visual word recognition models. Future theorizing in visual word recognition will need to take account of this inhibitory pattern. It remains to be seen whether the appropriate adjustment should occur in the representation of letter position and identity, or in a more precise description of earlier visual processes.

Modeling the length effect for words in lexical decision: The role of visual attention

The word length effect in Lexical Decision (LD) has been studied in many behavioral experiments but no computational models has yet simulated this effect. We use a new Bayesian model of visual word recognition, the BRAID model, that simulates expert readers’ performance. BRAID integrates an attentional component modeled by a Gaussian probability distribution, a mechanism of lateral interference between adjacent letters and an acuity gradient, but no phonological component. We explored the role of visual attention on the word length effect using 1,200 French words from 4 to 11 letters. A series of five simulations was carried out to assess (a) the impact of a single attentional focus versus multiple shifts of attention on the word length effect and (b) how this effect is modulated by variations in the distribution of attention. Results show that the model successfully simulates the word length effect reported for humans in the French Lexicon Project when allowing multiple shifts of attention for longer words. The magnitude and direction of the effect can be modulated depending on the use of a uniform or narrow distribution of attention. The present study provides evidence that visual attention is critical for the recognition of single words and that a narrowing of the attention distribution might account for the exaggerated length effect reported in some reading disorders.

A model-guided dissociation between subcortical and cortical contributions to word recognition

Neurocognitive studies of visual word recognition have provided information about brain activity correlated with orthographic processing. Some of these studies related the orthographic neighborhood density of letter strings to the amount of hypothetical global lexical activity (GLA) in the brain as simulated by computational models of word recognition. To further investigate this issue, we used GLA of words and nonwords from the multiple read-out model of visual word recognition (MROM) and related this activity to neural correlates of orthographic processing in the brain by using functional magnetic resonance imaging (fMRI). Words and nonwords elicited linear effects in the cortex with increasing BOLD responses for decreasing values of GLA. In addition, words showed increasing linear BOLD responses for increasing GLA values in subcortical regions comprising the hippocampus, globus pallidus and caudate nucleus. We propose that these regions are involved in the matching of orthographic input onto representations in long-term memory. The results speak to a potential involvement of the basal ganglia in visual word recognition with globus pallidus and caudate nucleus activity potentially reflecting maintenance of orthographic input in working memory supporting the matching of the input onto stored representations by selection of appropriate lexical candidates and the inhibition of orthographically similar but non-matching candidates.

ROC Modelling Data of the Word Frequency Effect: A Formal Model of Visual Word Recognition

This article presents a formal statistical model for assessing the word frequency effect in recognition memory. This topic is relevant because word frequency is the best predictor of performance in recognition memory tasks. Signal Detection Theory was applied using high-frequency and low-frequency words as item-signals. Signal Detection Theory test assumes orthogonality of responses: hits, false alarms, correct rejections, and incorrect rejections. Ninety-six adult male and female students participated in two experiments: one conducted in the laboratory and the other in the class-room. The selected words for memory contained 3 to 5 letters and 1 or 2 syllables to control for length. Significant differences were found between high-frequency and low-frequency words in the number of false alarms for the two experiments. The differences were statistically significant in two experiments. The Cohen effect size was 0.6 and 0.45 respectively. The word frequency effect in first- and second-experiments was F (1, 46) = 4.13, MCE. = 2.34, p = 0.003 and F (1, 46) = 3.71, MCE. = 12.36, p = 0. 01 respectively. A formal model is presented based on the Receiver Operating Characteristic data to assess data trends for high- and low frequency words. Two differentiated models were obtained: a continuous model based on high frequency stimuli and a threshold model based on low frequency stimuli.

The mirror reflects more for d than for b: Right asymmetry bias on the visual recognition of words containing reversal letters

Research has shown that recognizing words that contain reversal letters (e.g., b/d) is more difficult than recognizing words that do not contain them. Although none of the current computational models of visual word recognition can account for this effect, it was recently suggested that it may arise from lateral inhibition connections that, at the letter level of processing, can be established between reversal nodes. However, because in writing left-faced letters (e.g., d) are more prone to be reversed into right-faced letters (e.g., b) than the inverse, we hypothesized that the directionality of the reversal letters could modulate the magnitude of the mirror-letter interference effect. In this study, we directly tested this hypothesis by using a highly controlled set of European Portuguese (EP) words containing only either the mirror-letter b or the mirror-letter d in three lexical decision (go/no-go) masked priming experiments conducted with EP adult skilled readers (Experiment 1) and two groups of EP developing readers (third-grade children [Experiment 2] and fifth-grade children [Experiment 3]). Results showed that reliable mirror-letter interference effects were observed only for d-words in both adult skilled readers and fifth-grade children, which asks for additional amendments in the current computational models of visual word recognition.

The Interaction Between Phonological and Semantic Processing in Reading Chinese Characters.

The contemporary models of visual word recognition reached a consensus on a cooperative division of labor between phonological and semantic processing. We examine how reading is influenced by the interaction of two processing in Chinese character reading since the ideographic property of the Chinese writing system is perfectly suitable to address this issue. The current study investigated whether Chinese character reading requires the interaction between orthography-to-phonology consistency and semantic processing of the whole character (imageability, Experiment 1) or the semantic radical (transparency, Experiment 2). Experiment 1 showed a significant effect of the consistency and a marginal effect of the imageability, but no interaction between the two. Experiment 2 found a significant effect of the semantic transparency and its interaction with phonological consistency, where the transparent effect was significant for inconsistent characters but not for consistent ones. The current finding provided direct evidence of the interplay between phonological and semantic processing and shed light on the language-general reading model.

Are there similarities between emotional and familiarity-based processing in visual word recognition?

Abstract Previous ERP research revealed emotion effects on visual word processing in early time windows (P1) and during later evaluative processing (LPC). In both time windows interactions with word familiarity measures have been reported. Using an evaluative conditioning paradigm participants learned to associate meaningless pseudowords with neutral or negative valence. In addition, one set of pseudowords was learned three times as often as the others in order to manipulate familiarity. Behavioral results confirmed that evaluative conditioning was effective. Small effects of emotion on P1 and of overall conditioning on the LPC were visible, while familiarity only modulated later ERP amplitudes (>300ms). Exploratory analyses demonstrated a functional relationship between P1 and LPC emotion effects but not for familiarity. Post-hoc examinations illustrated that good learners showed effects of emotion and familiarity on LPC amplitudes which were not evident in participants performing below average. These results are discussed in light of questions regarding the representation and processing of valence and familiarity that are of interest for theoretical models of visual word recognition.

Visual letter similarity effects during sentence reading: Evidence from the boundary technique

The study of how the cognitive system encodes letter identities from the visual input has received much attention in models of visual word recognition but it has typically been overlooked in models of eye movement control in reading. Here we examined how visual letter similarity affects early word processing during reading using Rayner's (1975) boundary change technique in which the parafoveal preview of the target word was either identical (e.g., frito-frito [fried]) or a one-letter-different nonword (e.g., frjto-frito vs. frgto-frito). Critically, the substituted letter in the nonword was visually similar (based on letter confusability norms) or visually dissimilar. Results showed shorter viewing times on the target word when the parafoveal preview was visually similar than when it was visually dissimilar. Thus, visual letter similarity modulates the integration of parafoveal and foveal information during sentence reading. Future implementations of models of eye movement control in reading should incorporate a more developed orthographic-lexical module to capture these effects.

Is there a cost at encoding words with joined letters during visual word recognition?

Abstract For simplicity, models of visual-word recognition have focused on printed words composed of separated letters, thus overlooking the processing of cursive words. Manso de Zuniga, Humphreys, and Evett (1991) claimed that there is an early “cursive normalization” encoding stage when processing written words with joined letters. To test this claim, we conducted a lexical decision experiment in which words were presented either with separated or joined letters. To examine if the cost of letter segmentation occurs early in processing, we also manipulated a factor (i.e., word-frequency) that is posited to affect subsequent lexical processing. Results showed faster response times for the words composed of separated letters than for the words composed of joined letters. This effect occurred similarly for low- and high-frequency words. Thus, the present data offer some empirical support to Manso de Zuniga et al.’s (1991) idea of an early “cursive normalization” stage when processing joined-letters words. This pattern of data can be used to constrain the mapping of the visual input into letter and word units in future versions of models of visual word recognition.

The role of syllables in intermediate-depth stress-timed languages: masked priming evidence in European Portuguese

The role of syllables as a sublexical unit in visual word recognition and reading is well established in deep and shallow syllable-timed languages such as French and Spanish, respectively. However, its role in intermediate stress-timed languages remains unclear. This paper aims to overcome this gap by studying for the first time the role of syllables at early stages of visual word recognition in Portuguese (European), a language where the spelling-sound correspondences are less transparent than Spanish but less opaque than French, and also with fuzzier syllabic boundaries than both languages. To that purpose, 36 native speakers of Portuguese performed a lexical decision task combined with a masked priming paradigm. Ninety-six dissyllabic Portuguese target words, and 96 nonwords, half of which with a CV (ru.mor [rumor]) and the other half with a CVC first-syllable structure (forno [oven]), were preceded by a briefly presented nonword prime (50 ms) that could be syllable congruent (e.g., ru.mis-RU.MOR, for.pa-FOR.NO), syllable incongruent (e.g., rum.pa-RU.MOR, fo.rou-FOR.NO), or unrelated (e.g., ca.fas-RU.MOR, pou.me-FOR.NO) with the targets. Results were clear-cut and showed a facilitative syllabic priming effect in Portuguese, as target words preceded by syllable congruent primes were recognized faster and more accurately than when preceded either by incongruent or unrelated primes, although the effect was restricted to CV words. For nonwords there were no signs of syllabic effects. The findings are discussed attending to the characteristics of the Portuguese language and to current models of visual word recognition.

Does letter rotation slow down orthographic processing in word recognition?

Leading neural models of visual word recognition assume that letter rotation slows down the conversion of the visual input to a stable orthographic representation (e.g., local detectors combination model; Dehaene, Cohen, Sigman, & Vinckier, 2005, Trends in Cognitive Sciences, 9, 335-341). If this premise is true, briefly presented rotated primes should be less effective at activating word representations than those primes with upright letters. To test this question, we conducted a masked priming lexical decision experiment with vertically presented words either rotated 90° or in marquee format (i.e., vertically but with upright letters). We examined the impact of the format on both letter identity (masked identity priming: identity vs. unrelated) and letter position (masked transposed-letter priming: transposed-letter prime vs. replacement-letter prime). Results revealed sizeable masked identity and transposed-letter priming effects that were similar in magnitude for rotated and marquee words. Therefore, the reading cost from letter rotation does not arise in the initial access to orthographic/lexical representations.