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In recent years, the L2 Motivational Self System has faced increasing scrutiny over its theoretical clarity and empirical rigor. One element of this model, the L2 Learning Experience, remains ambiguously defined and theoretically underdeveloped. This study examined the content validity of the L2 Learning Experience scale and its potential overlap with intrinsic motivation, a cornerstone of self-determination theory. Using a panel of experts, we assessed to what extent items traditionally associated with the L2 Learning Experience scale align with their intended construct. Findings revealed that the items were predominantly identified as intrinsic motivation, not the L2 Learning Experience. These results suggest a significant overlap between the two constructs and raise concerns about a potential jangle fallacy. Our results also underscore the need for greater theoretical and terminological clarity in the field. Aligning language learning motivation research with broader psychological frameworks could lead to more parsimonious and robust theoretical models.
Al-Hoorie et al. (2024) have described L2 Motivational Self System research as having a “validation crisis.” In this response, I offer a brief history of recent motivation research to contextualize how we reached this point. I then discuss measurement invariance testing, the purpose of which is to ensure that the proposed measurement model holds across groups or time. Crucially, invariance testing is a necessary precursor to subsequent analyses because if invariance is not upheld, it is impossible to know whether differences reflect true underlying differences in the latent construct or are simply the byproduct of a changing measurement model. I argue that by combining measurement invariance testing with open science practices, we can create and validate better measurement models while cultivating a better understanding of their scope of application.
The present study compares the use of morphological case for argument interpretation between German L1 speakers in Norway and Germany to investigate whether and how processing may be affected by attrition. Participants were presented with a spoken sentence and pictures of two scenes, one showing an event as described by a transitive or ditransitive sentence and another showing the same event, with the roles of agent and patient (transitives) or recipient and theme (ditransitives) reversed. Their task was to select the scene that matched the sentence. End-of-sentence responses show no between-group differences in comprehension. Moreover, eye movements show that both groups exploit case marking on the first noun phrase in transitive sentences in the same way. However, differences in processing between groups emerge for the use of case marking on the first object following a ditransitive verb. While the home country group shows a higher likelihood of looks to the target after a dative-marked article than after an accusative-marked article prior to the second object, the reverse holds for the expat group, at least temporarily. Altogether, the results indicate subtle changes in the processing of alternating argument orders in ditransitive sentences in L1 German, potentially as a result of the bi-/multilingual experience.
This study developed and evaluated an online English speaking training approach that integrates corpora and artificial intelligence (AI) tools. The training integrated a self-developed spoken corpus, generative AI tools, and text-to-speech AI tools. Pre- and post-test results identified improvements in participants’ speaking performances. Participants attempted to use more positive linguistic features (e.g. producing complex sentences more frequently) and avoid using negative linguistic features (e.g. reducing the number of vowel errors) after receiving the training. Participants showed positive attitudes towards this corpus-based and AI-integrated English oral ability learning approach and affirmed the importance of integrating both tools. The corpus helped raise participants’ awareness of features that influence speaking performance and offered prompt engineering and feedback-checking functions, while the generative AI tools provided useful feedback and tailor-made sample responses. Additionally, text-to-speech AI tools offered learners with tailor-made native speaker samples for imitation and helped learners learn pausing. Results also revealed that this approach helped create an interactive oral ability learning environment, and the combination of corpora and AI tools provided more accurate feedback for each subskill of speaking.
This study investigates whether metaphors and similes are processed the same way or not. Comparison accounts of metaphor claim that metaphors and similes use the same cognitive mechanisms because metaphors are implicit similes, while Categorization accounts claim that the two figures of speech require different cognitive mechanisms. It is unclear which position has the most support. We address this by introducing the distinction between single and extended metaphors to this debate. Several experiments have shown that a metaphor preceded by another metaphor is read faster than a single metaphor. If similes in extended and non-extended contexts display a similar processing difference, this would support views saying that metaphors and similes are processed the same way. If not, it would be more in line with the view that they are processed differently. Using an eye-tracking reading paradigm, we find that the difference between processing single and extended metaphors does not hold in the case of simile comprehension. This is more compatible with Categorization accounts than with Comparison accounts; if the cognitive mechanism behind metaphor and simile processing is the same, we would expect there to be a comparable processing difference between metaphors and similes in the single and extended conditions.
This study investigates the English of-NP (noun phrase) evaluation construction (e.g., It’s nice of you to help me plan this wedding), hypothesizing that its constructional meaning encodes socially mediated evaluation and imposes semantic constraints on the NP slot. We adopt a dual methodological approach, combining collostructional analysis to identify lexeme–construction associations with surprisal analysis using a large language model (LLM) (GPT-2) to assess predictive processing difficulty. The two methods complement each other, capturing both static distributional patterns and dynamic expectancy profiles. Three experimental manipulations were implemented: preposition alternation, variation in NP agentivity and variation in NP intentionality. Results show that NPs conforming to the hypothesized slot constraints yield lower surprisal values, whereas constraint-violating NPs trigger higher surprisal, aligning with the observed collostructional strengths. These findings provide empirical support for the view that constructional compatibility shapes predictive processing and contributes to integrating Construction Grammar (CxG) with prediction-based models of language processing.
This study investigated the impact of familiar versus unfamiliar environments on mobile-assisted language learning (MALL) task writing performance, English as a foreign language (EFL) writing proficiency, and learner perceptions. Fifty undergraduate students were divided into an experimental group and a control group. Both groups engaged in EFL learning in the classroom and later completed writing tasks in different learning environments outside the classroom: the experimental group in familiar environments and the control group in unfamiliar ones. Using a mobile learning system on tablet PCs, students completed five writing tasks describing resources in their environments, such as objects, people, situations, and scenarios. We assessed MALL task writing performance based on factors including the amount of writing, content quality, organization, creativity, grammar, and vocabulary, and compared results between the two groups. EFL writing proficiency was evaluated through a post-test directly related to the MALL tasks, and student perceptions of the MALL experience were measured through a survey. The results indicated that the experimental group outperformed the control group in both writing tasks and the post-test. Furthermore, the experimental group reported more positive perceptions of their MALL experience, reflected in higher emotional engagement and cognitive involvement. Based on these findings, we offer both theoretical insights into the role of familiar environments in facilitating language learning and practical suggestions for EFL teachers and researchers to incorporate real-world, contextually rich environments in MALL activities.
Anaphora, as an important linguistic phenomenon, represents a cohesive relationship concerning two parts, namely antecedent and anaphor. The choice of anaphoric forms is understudied in previous research. In this study, an annotation framework is built and a machine learning method is employed to analyse the influence of motivators on the choice of anaphoric forms. In addition, the framework of accessibility theory is modified, with causals as the study object. Results indicate that competition-, salience- and distance-related motivators, as well as text type, can significantly influence the variation of anaphoric forms. Among those motivators, predictability emerges as the most significant variable. Under the influence of these motivators, zero pronouns, noun phrases and pronouns exhibit significant differences in distribution. Pronouns have a broader distribution range and fewer restrictions compared to zero pronouns and noun phrases. Based on the results, we also modify the accessibility theory in terms of competition and salience.
We examined how language affects moral judgments in a non-WEIRD population. Tanzanian participants (N = 103) evaluated utilitarian agents in moral dilemmas, either in native Chagga or foreign Swahili. Agents were rated significantly more moral and braver when evaluated in a foreign language. Bravery predicted morality more strongly in the foreign language than in the native language. Indirect sacrifices were judged more moral than direct ones, but equally brave. These findings extend the moral foreign language effect to informally acquired languages and highlight methodological implications for cross-cultural research.
We investigate the synchronization of speech and co-speech actions (i.e., manual game moves) in a dyadic game interaction across different levels of information structure and mutual visibility. We analyze cross-modal synchronization as the temporal distance between co-speech actions and corresponding (1) pitch accent peaks and (2) word onsets. For (1), we find no effect of mutual visibility on cross-modal synchronization. However, pitch accent peaks and co-speech actions are more tightly aligned when game moves are prosodically prominent due to information structural needs. This result is in line with a view of a tightly coupled processing of modalities, where prominence-lending modifications in the prosodic structure attract corresponding manual actions to be realized in a way similar to ‘beat’ gestures. For (2), we do find an effect of mutual visibility, under which co-speech actions are produced earlier and more tightly aligned with word onsets. This result is in line with a view in which co-speech actions act as communicative affordances, which may help an early disambiguation of a message, similar to ‘representational’ co-speech gestures.
This article investigates the ways children begin spelling from the start of grade 1 to the end of grade 2 in France. It presents the results of a longitudinal study with 676 children faced to the complexity of French orthography and asked to write words and sentences. The corpus was analysed with regard to phonogrammic and morphogrammic principles at work in the French orthography.
Based on the literature and the specific features of the French writing system, we hypothesized that both skill types would develop as early as Grade 1 of elementary school, with lexical spelling skills developing more rapidly. The findings suggest that the development of the phonogrammic, lexical morphogrammic, and grammatical skills of pupils may take into account different variables: consistency, frequency, syntactic context within which words are used, words that can feature different morphograms or not.