The poverty of stimulus argument is one of the most controversial arguments in the study of language acquisition. Here we follow previous approaches challenging the assumption of impoverished primary linguistic data, focusing on the specific problem of auxiliary (AUX) fronting in complex polar interrogatives. We develop a series of corpus analyses of child-directed speech showing that there is indirect statistical information useful for correct auxiliary fronting in polar interrogatives and that such information is sufficient for distinguishing between (...) grammatical and ungrammatical generalizations, even in the absence of direct evidence. We further show that there are simple learning devices, such as neural networks, capable of exploiting such statistical cues, producing a bias toward correct AUX questions when compared to their ungrammatical counterparts. The results suggest that the basic assumptions of the poverty of stimulus argument may need to be reappraised. (shrink)

Recent challenges to Chomsky's poverty of the stimulus thesis for language acquisition suggest that children's primary data may carry “indirect evidence” about linguistic constructions despite containing no instances of them. Indirect evidence is claimed to suffice for grammar acquisition, without need for innate knowledge. This article reports experiments based on those of Reali and Christiansen (2005), who demonstrated that a simple bigram language model can induce the correct form of auxiliary inversion in certain complex questions. This article investigates (...) the nature of the indirect evidence that supports this learning, and assesses how reliably it is available. Results confirm the original finding for one specific sentence type but show that the model's success is highly circumscribed. It performs poorly on inversion in related constructions in English and Dutch. Because other, more powerful statistical models have so far been shown to succeed only on the same limited subset of cases as the bigram model, it remains to be seen whether stimulus richness can be substantiated more generally. (shrink)

My paper defends the use of the poverty of stimulus argument (POSA) for linguistic nativism against Cowie's (1999) counter-claim that it leaves empiricism untouched. I first present the linguistic POSA as arising from a reflection on the generality of the child's initial state in comparison with the specific complexity of its final state. I then show that Cowie misconstrues the POSA as a direct argument about the character of the pld. In this light, I first argue that the data (...) Cowie marshals about the pld does not begin to suggest that the POSA is unsound. Second, through a discussion of the so-called `auxiliary inversion rule', I show, by way of diagnosis, that Cowie misunderstands both the methodology of current linguistics and the complexity of the data it is obliged to explain. (shrink)

While rules and exemplars are usually viewed as opposites, this paper argues that they form end points of the same distribution. By representing both rules and exemplars as (partial) trees, we can take into account the fluid middle ground between the two extremes. This insight is the starting point for a new theory of language learning that is based on the following idea: If a language learner does not know which phrase‐structure trees should be assigned to initial sentences, s/he allows (...) (implicitly) for all possible trees and lets linguistic experience decide which is the “best” tree for each sentence. The best tree is obtained by maximizing “structural analogy” between a sentence and previous sentences, which is formalized by the most probable shortest combination of subtrees from all trees of previous sentences. Corpus‐based experiments with this model on the Penn Treebank and the Childes database indicate that it can learn both exemplar‐based and rule‐based aspects of language, ranging from phrasal verbs to auxiliary fronting. By having learned the syntactic structures of sentences, we have also learned the grammar implicit in these structures, which can in turn be used to produce new sentences. We show that our model mimicks children’s language development from item‐based constructions to abstract constructions, and that the model can simulate some of the errors made by children in producing complex questions. (shrink)

Noam Chomsky's ideas and work on the human language faculty and how language is acquired opened new territory on which a whole new framework in non‐native language acquisition was established: generative second language acquisition, or GenSLA. Investigating Chomsky's principles and parameters within the GenSLA framework has brought additional and convincing evidence for the essential validity of Chomsky's original insights. This chapter highlights Chomsky's lasting legacy embodied in the GenSLA framework. In addition to interpretation, poverty of the stimulus situations provide (...) an opportunity to test Universal Grammar (UG)‐based knowledge of graded distinctions beyond simple acceptability. The Subjacency Condition was probably the most studied principle of UG in the 1980s and 1990s. Structure dependence is directly demonstrated in languages with auxiliary verb movement to form questions. The Feature Reassembly Hypothesis brought grammatical features reflected in functional categories to the front of GenSLA research. (shrink)

This paper establishes the novel generalization that Subject -Auxiliary Inversion in comparative clauses requires the co-presence of VP-ellipsis, and argues that this peculiar fact follows from a disjunctive formulation of an ECP that applies at PF. The analysis relies crucially on the presence of an intermediate trace of the A'-moved comparative operator at the edge of VP, which is subject to the ECP at PF, and which interacts with the head movement involved in SAI. This trace is unlicensed in (...) structures with I-to-C movement, but VP-ellipsis repairs the violation, providing further evidence that ellipsis can repair otherwise deviant structures. (shrink)

At present, most of the research in the field of medical-assisted diagnosis is carried out based on image or electronic medical records. Although there is some research foundation, they lack the comprehensive consideration of comprehensive image and text modes. Based on this situation, this article proposes a fusion classification auxiliary diagnosis model based on GoogleNet model and Bi-LSTM model, uses GoogleNet to process brain computed tomographic images of ischemic stroke patients and extract CT image features, uses Bi-LSTM model to (...) extract the electronic medical record text, integrates the two features using the full connection layer network and Softmax classifier, and obtains a method that can assist the diagnosis from two modes. Experiments show that the proposed scheme on average improves 3.05% in accuracy compared to individual image or text modes, and the best performing GoogleNet + Bi-LSTM model achieves 96.61% accuracy; although slightly less in recall, it performs better on F1 values, and has provided feasible new ideas and new methods for research in the field of multi-model medical-assisted diagnosis. (shrink)

Auxiliaries are usually studied in the late Republic or the Imperial period. Despite this emphasis in modern research, auxiliaries were employed in substantial numbers during the third and second centuries BCE. Auxiliaries did make a crucial contribution to the Roman war effort in the Middle Republic, providing a substantial part of Rome’s military manpower. These troops were most often financed by the community providing them, allowing the Roman state to save a great deal of money if similar numbers of Roman (...) citizens had been deployed instead. This enabled the Roman state to significantly bolster its ability to project military power without having to implement additional financing mechanisms. Along with the use of auxiliaries, the suspension of tributum after the third Macedonian War seemed to have followed a policy of decreasing the burden of financing war for Roman assidui. (shrink)

Stimuli that resemble humans, but are not perfectly human-like, are disliked compared to distinctly human and nonhuman stimuli. Accounts of this “Uncanny Valley” effect often focus on how changes in human resemblance can evoke different emotional responses. We present an alternate account based on the novel hypothesis that the Uncanny Valley is not directly related to ‘human-likeness’ per se, but instead reflects a more general form of stimulus devaluation that occurs when inhibition is triggered to resolve conflict between competing (...) stimulus-related representations. We consider existing support for this inhibitory-devaluation hypothesis and further assess its feasibility through tests of two corresponding predictions that arise from the link between conflict-resolving inhibition and aversive response: 1) that the pronounced disliking of Uncanny-type stimuli will occur for any image that strongly activates multiple competing stimulus representations, even in the absence of any human-likeness, and 2) that the negative peak of an ‘Uncanny Valley’ should occur at the point of greatest stimulus-related conflict and not (in the presence of human-likeness) always closer to the ‘human’ end of a perceptual continuum. We measured affective responses to a set of line drawings representing nonhuman animal-animal morphs, in which each continuum midpoint was a bistable image (Exp. 1), as well as to sets of human-robot and human-animal computer-generated morphs (Exp. 2). Affective trends depicting classic Uncanny Valley functions occurred for all continua, including the nonhuman stimuli. Images at continua midpoints elicited significantly more negative affect than images at endpoints, even when the continua included a human endpoint. This illustrates the feasibility of the inhibitory-devaluation hypothesis and the need for further research into the possibility that the strong dislike of Uncanny-type stimuli reflects the negative affective consequences of cognitive inhibition. (shrink)

This study examined patterns of auxiliary provision and omission for the auxiliaries BE and HAVE in a longitudinal data set from 11 children between the ages of two and three years. Four possible explanations for auxiliary omission—a lack of lexical knowledge, performance limitations in production, the Optional Infinitive hypothesis, and patterns of auxiliary use in the input—were examined. The data suggest that although none of these accounts provides a full explanation for the pattern of auxiliary use (...) and nonuse observed in children's early speech, integrating input-based and lexical learning-based accounts of early language acquisition within a constructivist approach appears to provide a possible framework in which to understand the patterns of auxiliary use found in the children's speech. The implications of these findings for models of children's early language acquisition are discussed. (shrink)

An accumulating amount of research has documented the harmful effects of abusive supervision on either its victims or third parties (peer abusive supervision). The abusive supervision literature, however, neglects to investigate the spillover effects of abusive supervision through third-party employees’ (i.e., peers’) mistreatment actions toward victims. Drawing on social learning theory, we argue that third parties learn mistreatment behaviors from abusive leaders and then themselves impose peer harassment and peer ostracism on victims, thereby negatively affecting victims’ performance. Further, we posit (...) that, if a victim has a proactive personality, this will weaken these indirect, negative effects. We conducted two studies, both with three-wave longitudinal data, to verify the hypotheses. The results of Study 1 evidence the significant indirect effects of abusive supervision on employee creative performance via both peer harassment and peer ostracism. Contrary to our moderation hypothesis, the analysis shows that victims’ proactive personality strengthens rather than weakens the negative indirect effects of peer harassment. Study 2 generally replicated the results of Study 1 with employee’s objective job performance as outcome. Our research contributes to the abusive supervision literature by highlighting a social learning process of third-party peer mistreatment, suggesting a spillover channel of abusive supervision on the victim’s performance. (shrink)

We can find no place in psychology for the concept of stimulus as a physical agent to which an individual responds in a psychological manner. Moreover, we can find no place for sensation and image when considered as simple mental elements. We would also purge ...

For the faithful there is much to ponder. In this short book, based on lectures delivered in Spain in 1990, Quine begins by locating his work historically.

This paper examines the standard Bayesian solution to the Quine–Duhem problem, the problem of distributing blame between a theory and its auxiliary hypotheses in the aftermath of a failed prediction. The standard solution, I argue, begs the question against those who claim that the problem has no solution. I then provide an alternative Bayesian solution that is not question-begging and that turns out to have some interesting and desirable properties not possessed by the standard solution. This solution opens the (...) way to a satisfying treatment of a problem concerning ad hoc auxiliary hypotheses. (shrink)