314 research outputs found

    The Roles of Ethnicity and Language Acculturation in Determining the Interprovincial Migration Propensities in Canada: from the Late 1970s to the Late 1990s

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    The main purpose of this paper is to study the roles of ethnicity and language acculturation in determining the propensities to make interprovincial migration in Canada in 1976-81, 1981-86, and 1996-2001, based on the micro data of the 1981, 1986 and 2001 censuses. Since these propensities are also subject to the strong effects of other explanatory factors, a multivariate analysis using a binomial logit model is conducted. An important methodological contribution of this paper is the clarification of the interpretational mistakes in the previous multivariate analyses of Trovato and Halli (1983 and 1990) that depended on the widely used log linear models. Our empirical findings turn out to be substantively more sensible than the earlier findings in the literature. With respect to the less complicated case of non-French minority ethnic groups, the empirical data are found to be mostly supportive of the following two hypotheses. H1: The propensities to make inter-provincial migration are lower for minority ethnic groups than for the mainstream ethnic group. H2: The use of English as home language, which represents an important cultural shift towards the mainstream, increases the inter-provincial migration propensities of minority ethnic groups. The very strong support for these two hypotheses by the Italian ethnic group and the lack of support for H2 by the Jewish ethnic group are highlighted and explained. With respect to the more complicated case of the French ethnic group, our findings are supportive of the following two hypotheses. H3: Among those residing outside Quebec, the propensities to make inter-provincial migration are greater for the French ethnic group than for the mainstream ethnic group. H4: This difference is greater for the French ethnic group that continues to use French as the home language than for the French ethnic group that has shifted the home language to English. It is unfortunate that the support for H4, which could aggravate the spatial polarization of the French and Non-French populations between Quebec and the rest of Canada, became successively stronger towards the late 1990s. Fortunately, this trend was countered by a mild narrowing of the extremely wide gap in the propensities to leave Quebec between the English-speaking British and the French-speaking French.Interprovincial Migration, Ethnic Selectivity, Language Acculturation, Canada

    ToMChallenges: A Principle-Guided Dataset and Diverse Evaluation Tasks for Exploring Theory of Mind

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    Theory of Mind (ToM), the capacity to comprehend the mental states of distinct individuals, is essential for numerous practical applications. With the development of large language models, there is a heated debate about whether they are able to perform ToM tasks. Previous studies have used different tasks and prompts to test the ToM on large language models and the results are inconsistent: some studies asserted these models are capable of exhibiting ToM, while others suggest the opposite. In this study, We present ToMChallenges, a dataset for comprehensively evaluating Theory of Mind based on Sally-Anne and Smarties tests. We created 30 variations of each test (e.g., changing the person's name, location, and items). For each variation, we test the model's understanding of different aspects: reality, belief, 1st order belief, and 2nd order belief. We adapt our data for various tasks by creating unique prompts tailored for each task category: Fill-in-the-Blank, Multiple Choice, True/False, Chain-of-Thought True/False, Question Answering, and Text Completion. If the model has a robust ToM, it should be able to achieve good performance for different prompts across different tests. We evaluated two GPT-3.5 models, text-davinci-003 and gpt-3.5-turbo-0301, with our datasets. Our results indicate that consistent performance in ToM tasks remains a challenge.Comment: work in progres

    Evaluating Neural Networks as Cognitive Models for Learning Quasi-regularities in Language

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    Many aspects of language can be categorized as quasi-regular: the relationship between the inputs and outputs is systematic but allows many exceptions. Common domains that contain quasi-regularity include morphological inflection and grapheme-phoneme mapping. How humans process quasi-regularity has been debated for decades. This thesis implemented modern neural network models, transformer models, on two tasks: English past tense inflection and Chinese character naming, to investigate how transformer models perform quasi-regularity tasks. This thesis focuses on investigating to what extent the models\u27 performances can represent human behavior. The results show that the transformers\u27 performance is very similar to human behavior in many aspects, such as accuracy, answer variability, etc. However, there are still some differences in the models\u27 performance and human behavior, such as humans are more likely to produce irregular forms for nonce English verbs and are more likely to produce regular pinyin for unknown Chinese characters

    Controlling multiple returnings in non-sequential double ionization with orthogonal two-color laser pulses

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    With the three-dimensional semi-classical ensemble model, we studied the non-sequential double ionization by orthogonal two-color laser pulses. Our calculations show that the proportion of events experiencing multiple returnings, the sum of the final energies of two electrons, and the ion momentum distribution depend on the relative phase of the two-color fields, exhibiting oscillatory behavior with a period of π. Back analysis of these trajectories reveals that we can control the recollision energy of the electron by changing the relative phase of the two-color laser pulse. As a consequence, the trajectories of multiple-returning ions change with the relative phase, resulting in relative-phase-dependent ion momentum distributions. The result shows that the momentum distribution of the ions in the trajectories of multiple returnings is clearly wider than that for the case of single returning. For the multiple-returning events, the binary recollision leads to a smaller scattering angle of the first electron

    Issues and Trends in Collection Development for East Asian Legal Materials

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    The authors delineate the general policy and guidelines for developing foreign and transnational law collections in U.S. law libraries, and they analyze factors that shape East Asian collections, such as law libraries' preservation and digitization efforts and their related cost-efficiency, and the availability and quality of English translations. The authors then discuss the main sources for Korean, Japanese, and Chinese law

    A Study on the Participation of Peasants in Rural Environmental Improvement From the Perspective of Sustainable Development

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    Peasants are producers and the direct stakeholders of rural environmental problems, and also the core subject of the comprehensive rural ecological improvement. However, in the current mode of rural environmental governance, the government takes the dominant role, with low participation of peasants. Based on the representative micro-survey data of China, and from the perspective of the psychosocial effects of the peasants’ self-identification, this research made use of instrumental variables and generalized structural equation mode (GSEM) to explore the reason behand this phenomenon. The research shows that, first, at present Chinese peasants have a low degree of self-identification, and self-identification has a remarkable and positive stimulating effect on the participation of peasants in rural ecological improvement; second, heterogeneity analysis shows that self-identification is a stronger incentive for peasant groups with female offspring and rural families with relatively higher incomes in the participation of rural environmental improvement, and is a less remarkable incentive for rural families with relatively low incomes; and third, the mediation model results indicate that social fairness and social capital are important mediating paths with which self-identification influences the participation of peasants in rural environmental improvement, and the exertion of the stimulating effect of self-identification on the participation in rural environmental improvement is inseparable from the coordination and integration of the perception effect of peasants as the behavioral subject in terms of social fairness, and is still more inseparable from the support of corresponding social capital. What we’ve discovered means that the enhancement of self-identification of peasants by strengthening the construction of public cultural services and cultural guidance in rural area is the crucial element to motivate the peasants to participate in rural environmental improvement so as to realize sustainable rural development

    Effects of the novel catalyst Ni–S2O82−–K2O/TiO2 on efficient lignin depolymerization

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    To improve the utilization of lignin, much effort has been devoted to lignin depolymerization with the aim to decrease waste and enhance profitability. Here, a dual property (acid and base) catalyst, namely S2O8 2−–K2O/TiO2, was carefully researched. Upon loading S2O8 2− and K2O onto TiO2, acid and base sites emerged, and S2O8 2− and K2O mutually enhanced the acid and base strengths of the catalyst enormously; this indeed facilitated lignin depolymerization. Under appropriate conditions, the yields of liquid product, petroleum ether soluble (PEsoluble) product and total monomer products were 83.76%, 50.4% and 28.96%, respectively. The constituents of the PE-soluble fraction, which are mainly monomers and dimers, can be used as liquid fuels or additives. In addition, after the catalyst was modified by Ni, better results were obtained. Surprisingly, it was found that the Ni enhanced not only the hydrogenation capacity but also the acidity. The highest high heating value (HHV) of the liquid product (33.6 MJ kg−1) was obtained, and the yield of PE-soluble product increased from 50.4 to 56.4%. The product can be utilized as a fuel additive or be converted to bio-fuel. This catalysis system has significant potential in the conversion of lignin to bio-fuel
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