Learning representations of wordforms with recurrent networks: comment on sibley, kello, plaut, & elman (2008)

Sibley et al. (2008) report a recurrent neural network model designed to learn wordform representations suitable for written and spoken word identification. The authors claim that their sequence encoder network overcomes a key limitation associated with models that code letters by position (e.g., CAT might be coded as C‐in‐position‐1, A‐in‐position‐2, T‐in‐position‐3). The problem with coding letters by position (slot‐coding) is that it is difficult to generalize knowledge across positions; for example, the overlap between CAT and TOMCAT is lost. Although we agree this is a critical problem with many slot‐coding schemes, we question whether the sequence encoder model addresses this limitation, and we highlight another deficiency of the model. We conclude that alternative theories are more promising.     

Enhancing the intentional self‐regulation skills of Chinese adolescents living in orphanages: A school‐based intervention

Adolescents living in orphanages are at risk for problematic developmental outcomes. However, adolescents with higher levels of intentional self‐regulation (ISR) often exhibit higher levels of positive youth development and are more likely to avoid risk in such an environment. The present study sought to revise a suite of materials designed to promote ISR skills in U.S. youth, GPS to Success (Goal Selection, Pursuit of Strategies, and Shifting Gears), and examined the effect of these revised materials (GPS‐r) on the ISR skills of orphan adolescents in China. Sixty‐eight adolescents from 14 to 18 years old living in the same orphanage participated in the GPS‐r project. Participants were divided into an experimental group and a control group. The experimental group received training on the GPS‐r materials, which lasted for 11 weeks and took 45 min per week, whereas the control group did not receive training. The results revealed that ISR skills, particularly the dimensions of goal selection and pursuit of strategies, were significantly enhanced after the GPS‐r project for the experimental group, but not the control group. The findings highlight several implications for positive youth development interventions for youth in orphanages.     

Exploring the effects of similarity on mapping spatial relations

Solving a map task requires transferring information acquired in one spatial context to another context, an ability that marks an important step in cognitive development. This study investigated how preschoolers’ mapping performance was affected by the extent of similarity between spaces. Whereas prior work examined effects of similarity in tasks involving matching individual objects, our tasks required considering spatial relations among objects. We found that the accuracy of mapping between two spaces with somewhat different perceptual features was higher than the accuracy of mapping between spaces with identical features. Yet, a further increase in differences between the two spaces had a detrimental effect on mapping. The results suggest that some degree of similarity between spaces is beneficial to children’s ability to transfer relational information. However, when the spaces have the same surface features, it may draw children’s attention to individual objects and inhibit their ability to focus on common relations across contexts.     

Pathways to false allegations of sexual harassment

A sexual harassment allegation is either true or false. Whether specific allegations are true or false is important to questions of epidemiology, clinical diagnosis and treatment, administrative and legal proceedings, as well as the welfare of actual victims and innocent alleged perpetrators. It is naïve and harmful to operate with the heuristic: ‘All claims are true’. However, the truth of many allegations is very difficult to determine, particularly as is often the case when there are no witnesses, no conclusive hard evidence, and the presence of a situation where both parties have divergent accounts of the alleged occurrence. There has been little theoretical or empirical work on what would cause a person to make a false allegation of sexual harassment. This paper gives an overview of the intricacies associated with sexual harassment investigations and enumerates 14 possible pathways to false allegations: lying; borderline personality disorder, histrionic personality disorder, psychosis, gender prejudice, substance abuse, dementia, false memories, false interpretations, biased interviews, sociopathy, personality disorders not otherwise specified, investigative mistakes, and mistakes in determination of the degree of harassment. Copyright © 2006 John Wiley & Sons, Ltd.     

The Role of Social–Emotional Mediators on Middle School Students’ Academic Growth as Fostered by an Evidence‐Based Intervention

The authors describe a school counselor intervention delivered to a predominantly Hispanic group of 193 7th‐grade students. Using multilevel modeling, the authors found that participation resulted in greater rates of academic achievement, particularly in math and for students who pretested at lower achievement levels. Results indicated an indirect effect on math achievement for the executive functioning constructs of plan and organize and task completion, but no executive functioning mediators were found for reading or feelings of connectedness.     

Phonemes: Lexical access and beyond

Phonemes play a central role in traditional theories as units of speech perception and access codes to lexical representations. Phonemes have two essential properties: they are ‘segment-sized’ (the size of a consonant or vowel) and abstract (a single phoneme may be have different acoustic realisations). Nevertheless, there is a long history of challenging the phoneme hypothesis, with some theorists arguing for differently sized phonological units (e.g. features or syllables) and others rejecting abstract codes in favour of representations that encode detailed acoustic properties of the stimulus. The phoneme hypothesis is the minority view today. We defend the phoneme hypothesis in two complementary ways. First, we show that rejection of phonemes is based on a flawed interpretation of empirical findings. For example, it is commonly argued that the failure to find acoustic invariances for phonemes rules out phonemes. However, the lack of invariance is only a problem on the assumption that speech perception is a bottom-up process. If learned sublexical codes are modified by top-down constraints (which they are), then this argument loses all force. Second, we provide strong positive evidence for phonemes on the basis of linguistic data. Almost all findings that are taken (incorrectly) as evidence against phonemes are based on psycholinguistic studies of single words. However, phonemes were first introduced in linguistics, and the best evidence for phonemes comes from linguistic analyses of complex word forms and sentences. In short, the rejection of phonemes is based on a false analysis and a too-narrow consideration of the relevant data.     

The effect of propensity to trust and perceptions of trustworthiness on trust behaviors in dyads

Research on trust has burgeoned in the last few decades. Despite the growing interest in trust, little is known about trusting behaviors in non-dichotomous trust games. The current study explored propensity to trust, trustworthiness, and trust behaviors in a new computer-mediated trust relevant task. We used multivariate multilevel survival analysis (MMSA) to analyze behaviors across time. Results indicated propensity to trust did not influence trust behaviors. However, trustworthiness perceptions influenced initial trust behaviors and trust behaviors influenced subsequent trustworthiness perceptions. Indeed, behaviors fully mediated the relationship of trustworthiness perceptions over time. The study demonstrated the utility of MMSA and the new trust game, Checkmate, as viable research methods and stimuli for assessing the loci of trust.