Legal text retrieval serves as a key component in a wide range of legal text processing tasks such as legal question answering, legal case entailment, and statute law retrieval. The performance of legal text retrieval depends, to a large extent, on the representation of text, both query and legal documents. Based on good representations, a legal text retrieval model can effectively match the query to its relevant documents. Because legal documents often contain long articles and only some parts are relevant (...) to queries, it is quite a challenge for existing models to represent such documents. In this paper, we study the use of attentive neural network-based text representation for statute law document retrieval. We propose a general approach using deep neural networks with attention mechanisms. Based on it, we develop two hierarchical architectures with sparse attention to represent long sentences and articles, and we name them Attentive CNN and Paraformer. The methods are evaluated on datasets of different sizes and characteristics in English, Japanese, and Vietnamese. Experimental results show that: (i) Attentive neural methods substantially outperform non-neural methods in terms of retrieval performance across datasets and languages; (ii) Pretrained transformer-based models achieve better accuracy on small datasets at the cost of high computational complexity while lighter weight Attentive CNN achieves better accuracy on large datasets; and (iii) Our proposed Paraformer outperforms state-of-the-art methods on COLIEE dataset, achieving the highest recall and F2 scores in the top-N retrieval task. (shrink)

This paper investigates the task of reference resolution in the legal domain. This is a new interesting task in Legal Engineering research. The goal is to create a system which can automatically detect references and then extracts their referents. Previous work limits itself to detect and resolve references at the document targets. In this paper, we go a step further in trying to resolve references to sub-document targets. Referents extracted are the smallest fragments of texts in documents, rather than the (...) entire documents that contain the referenced texts. Based on analyzing the characteristics of reference phenomena in legal texts, we propose a four-step framework to deal with the task: mention detection, contextual information extraction, antecedent candidate extraction, and antecedent determination. We also show how machine learning methods can be exploited in each step. The final system achieves 80.06 % in the F1 score for detecting references, 85.61 % accuracy for resolving them, and 67.02 % in the F1 score for the end-to-end setting task on the Japanese National Pension Law corpus. (shrink)

Background: This study examined the cyberbullying experience and coping manners of adolescents in urban Vietnam and explored the mediating effect of different support to the associations between cyberbullying and mental health issues.Methods: A cross-sectional study was performed on 484 students at four secondary schools. Cyberbullying experience, coping strategies, psychological problems, and family, peer, and teacher support were obtained. Structural equation modeling was utilized to determine the mediating effects of different support on associations between cyberbullying and psychological problems.Results: There were 11.6 (...) and 28.3% of students who reported that they experienced and observed at least one cyberbullying act in the last 3 months, respectively. Among the victims, only 48.2% tried to stop the perpetrators. Meanwhile, the majority of observers belonged to the “Intervene” group who tried to report cyberbullying acts or help victims. Family support was found to partially mediate associations between cyberbullying experience and observation with levels of psychological problems among adolescents.Conclusion: The 3-month rate of cyberbullying experience and observation among urban adolescents aged 11–14 was low. However, current coping strategies against cyberbullying were not sufficient. Family support is an important factor that should be considered for designing interventions to mitigating the impacts of cyberbullying on the mental health of adolescents. (shrink)

The Coronavirus disease pandemic of 2019 is a vast worldwide public health hazard, impacting people of all ages and socioeconomic statuses. Vaccination is one of the most effective methods of controlling a pandemic like COVID-19. This study aims to investigate the relationship between the number of vaccination injections and fear of COVID-19 and test whether beliefs benefit from vaccination COVID-19 mediate the effect of fear of COVID-19 on the number of vaccination injections. A total of 649 Vietnamese adults were enrolled (...) online to finish answering, including scales The Health Belief Model (HBM) and The Fear of COVID-19 (FCV-19S), consisting of 340 (52.4%) males and 309 (47.6%) females. The data were analyzed using variance, regression, and a simple mediation model. The total score of COVID-19 fear wasM= 22.26,SD= 5.49. Vietnamese fear of COVID-19 was at a medium level. Our results suggest that 18- to 20-year-olds are more fearful of COVID-19 than others. People who received the first dosage exhibited a greater fear of COVID-19 than those who received the second dose and were not inoculated. Additionally, the beliefs benefit of vaccination COVID-19 has a role in the relationship between the number of vaccination injections and fear of COVID-19. During the pandemic, adults in Vietnam are more afraid of COVID-19 than during prior outbreaks. Besides, the Vietnamese populace demonstrated a considerable demand for and high acceptability of the COVID-19 vaccine. The current study indicates that psychological counselors and therapists should counsel clients on the value of vaccination and address the fear of COVID-19 as public understanding of the benefits of vaccines increases. To further clarify the effect of this issue on the correlation between fear of COVID-19 and the number of vaccinations, the results of this study indicate that the existing vaccine communication factor for COVID-19 vaccination should be modified to increase confidence in the benefits of immunization. (shrink)

Case law retrieval is the task of locating truly relevant legal cases given an input query case. Unlike information retrieval for general texts, this task is more complex with two phases (legal case retrieval and legal case entailment) and much harder due to a number of reasons. First, both the query and candidate cases are long documents consisting of several paragraphs. This makes it difficult to model with representation learning that usually has restriction on input length. Second, the concept of (...) relevancy in this domain is defined based on the legal relation that goes beyond the lexical or topical relevance. This is a real challenge because normal text matching will not work. Third, building a large and accurate legal case dataset requires a lot of effort and expertise. This is obviously an obstacle to creating enough data for training deep retrieval models. In this paper, we propose a novel approach called supporting model that can deal with both phases. The underlying idea is the case–case supporting relation and the paragraph–paragraph as well as the decision-paragraph matching strategy. In addition, we propose a method to automatically create a large weak-labeling dataset to overcome the lack of data. The experiments showed that our solution has achieved the state-of-the-art results for both case retrieval and case entailment phases. (shrink)

: Nguyen Trai is a man with a great personality in Vietnam. He has morality, culture, pure soul, and profound wisdom of all times. Nguyen Trai lived in the 15th century in a feudal society with many changes. The paper studied Nguyen Trai’s philosophical thoughts to help develop a prosperous and happy country using the nation’s traditional cultural values. The article uses the methodology of dialectical materialism as a general principle and a specific historical principle to evaluate Nguyen Trai’s benevolence (...) and righteousness in terms of compassion, justice, and management, associated with the interests of the people, the community, and society. The article also uses analytical and synthesis methods to highlight the content of benevolence and righteousness in the cultural tradition of the Vietnamese nation today. The Covid-19 pandemic had affected the world in general and Vietnam in particular. So Nguyen Trai’s thought culture is powerfully and effectively prompt in responding to the Covid-19 pandemic in Vietnam and other countries today. In this article, Nguyen Trai’s benevolence and righteousness fairness clearly define the responsibility of the state and the obligation of citizens to promote the traditional cultural values of the nation. Resumo: Nguyen Trai foi um grande filósofo patriótico vietnamita, uma das maiores personalidades de todos os tempos. Ele viveu no século XV; seus pensamentos se tornaram um grande exemplo de ética, cultura, alma e sabedoria vietnamitas. O artigo estudou os pensamentos filosóficos de Nguyen Trai, para ajudar a desenvolver um país próspero e feliz, usando os valores culturais tradicionais da nação. O texto utiliza a metodologia do materialismo dialético como princípio geral e como princípio histórico específico, a fim de avaliar a benevolência e a retidão de Nguyen Trai, em termos de compaixão, justiça e gestão, associadas aos interesses do povo, da comunidade e da sociedade. O artigo também usa métodos analíticos e de síntese, para destacar o conteúdo de benevolência e retidão, na tradição cultural da nação vietnamita hoje. A pandemia de Covid-19 afetou o mundo, em geral, e o Vietnã, em particular. Portanto, a cultura de pensamento de Nguyen Trai é poderosa e eficaz na resposta à pandemia de Covid19, no Vietnã e em outros países, na atualidade. Neste estudo, a benevolência e a justiça de Nguyen Trai definem claramente a responsabilidade do Estado e a obrigação dos cidadãos de promover os valores culturais tradicionais da nação. (shrink)

International integration is deepening, so people develop in all aspects. In society, communities with individuals have relationships in humans' material and spiritual life. When society grows, more people's knowledge of the world needs to learn so that people can understand themselves and act for the development of society. The article studies the thought of Thomas Aquinas to clarify human nature in social life. The paper uses analytical, synthesis, and argumentative methods to explain human nature with its behaviors and perceptions in (...) social life; Aquinas argued that it is human nature to do the right thing to achieve happiness. However, society is more progressive and liberals, but people always realize their lives have many injustices and difficulties. People want their lives to be happy and good but feel depressed. In this article, in an excellent society, people live according to the law and adjust their behavior according to the regulations of society; each person in the society is also better, from which the society is also humane and reasonable that the basis for building a better society in Vietnam. (shrink)

Theoretical studies suggest that, when determining the workplace safety level, CEOs face a trade-off between ex ante safety-improving expenditures and the expected losses due to ex post injury and illness occurrences. We examine whether firms with higher CEO inside debt holdings have safer workplaces. Using establishment-level employee workplace injury and illness data, we find that CEOs’ inside debt holdings are negatively associated with employee workplace injury and illness cases. This relationship is more pronounced if workers’ compensation premiums are more sensitive (...) to injury claims and for firms with more government business and less pronounced for firms with higher levels of secured debt. We provide some evidence that our main result stems from CEOs increasing safety investments. Our empirical results are shown to be robust under a batch of robustness tests and when considering potential endogeneity problems. Our findings suggest that CEOs with higher levels of inside debt holdings are more sensitive to wealth loss due to employee injury and illness, leading to a safer workplace. (shrink)

La couverture indique :"L'infini est le sujet le plus vaste que l'imagination puisse embrasser. Il a tout le temps fasciné les hommes, qu'ils soient artistes, philosophes ou scientifiques. Mais l'infini se manifeste-t-il vraiment dans la réalité physique, ou est-il seulement un concept de notre imagination, comme le pensait Aristote? Des artistes comme Escher, des écrivains comme Borges ont tenté de le représenter, mais c'est Georg Cantor qui assoit fermement l'infini dans le paysage des mathématiques et nous dévoile ses propriétés étranges (...) et magiques. L'univers est, par excellence, le lieu où l'infini se manifeste. Dans un univers infini, nous serions confrontés au paradoxe de l'éternel retour, où chacun de nous posséderait un nombre infini de sosies. Les avancées en physique de ces dernières décennies ont donné au mot "infini" un sens nouveau. Il se réfère non seulement à notre univers, mais aussi à une infinité d'univers parallèles, le tout formant un vaste et fantastique "multivers". A ces sujets vertigineux, Trinh Xuan Thuan apporte ses réflexions avec la pédagogie lumineuse, à la fois scientifique, philosophique et poétique qui lui est coutumière et qui fait le grand succès de La Mélodie secrète, du Chaos et l'harmonie, et, plus récemment, du Cosmos et le lotus.". (shrink)

《傅玄〈傅子〉校读》是一部关于傅玄遗文的校释性著作。属于傅玄研究中的基础性研究.

本书收入论文23篇,是作者在中国美学诗学方面学术研究的一个回顾和总结,编为三辑:先秦美学研究、中国诗学经典与审美范畴研究、走向现代的中国美学诗学研究。.

Volume 27, Issue 1, February 2019, Page 111-115.

This paper examines how drawing classes can contribute to moral education in primary schools. This paper uses class observation, interviews with teachers and students, and analysis of students’ wor...

This work aims to explore the application of deep learning-based artificial intelligence technology in sentencing, to promote the reform and innovation of the judicial system. First, the concept and the principles of sentencing are introduced, and the deep learning model of intelligent robot in trials is proposed. According to related concepts, the issues that need to be solved in artificial intelligence sentencing based on deep learning are introduced. The deep learning model is integrated into the intelligent robot system, to assist (...) in the sentencing of cases. Finally, an example is adopted to illustrate the feasibility of the intelligent robot under deep learning in legal sentencing. The results show that the general final trial periods for cases of traffic accidents, copyright information, trademark infringement, copyright protection, and theft are 1,049, 796, 663, 847, and 201 days, respectively; while the final trial period under artificial intelligence evaluation based on the restricted Boltzmann deep learning model is 458, 387, 376, 438, and 247 days, respectively. The accuracy of trials is above 92%, showing a high application value. It can be observed that expect theft cases, the final trial period for others cases has been effectively reduced. The intelligent robot assistance under the restricted Boltzmann deep learning model can shorten the trial period of cases. The deep learning intelligent robot has a certain auxiliary role in legal sentencing, and this outcome provides a theoretical basis for the research of artificial intelligence technology in legal sentencing. (shrink)

To analyze the influence of the integration of piano art and media on long-term care of the elderly in the aging society, and to improve the living standard and happiness of the elderly, based on educational psychology, several scales of self-compiled personal information, the Ackerson personality inventory, and the memorial university of Newfoundland happiness scale were introduced for statement, and questionnaire method was adopted for information collection. Then, the mechanism of the integration of piano art and media on the happiness (...) of the elderly was summarized. The results showed that there were significant differences in the happiness of the elderly in terms of monthly average income, economic pressure, health status, and living conditions. The happiness of the elderly with a monthly income of more than 5,000 yuan was significantly higher than that of the elderly with a monthly income of <3,000 yuan. The happiness of the elderly with low economic pressure was significantly higher than that of the elderly with high economic pressure. The happiness of the elderly with good living conditions was significantly higher than that of the elderly with ordinary living conditions. The happiness score and positive experience of the elderly with learning over 5 years were significantly higher than those with learning <5 years and the non-piano learning group. The total score of happiness in the piano learning group was significantly positively correlated with positive affection and PE, and negatively correlated with neuroticism and psychosis. It is concluded that the piano art learning process based on educational psychology can improve the subjective well-being of the elderly. In addition, the elderly who have been exposed to piano art for a long time are more active in life. Piano art edification is an important factor affecting the psychological well-being of the elderly. The research has a good guiding significance for improving the happiness of the elderly. (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)

Many neuroanatomical alterations have been detected in patients with tinnitus in previous studies. However, little is known about the morphological and structural covariance network changes before and after long-term sound therapy. This study aimed to explore alterations in brain anatomical and SCN changes in patients with idiopathic tinnitus using voxel-based morphometry analysis 24 weeks before and after sound therapy. Thirty-three tinnitus patients underwent magnetic resonance imaging scans at baseline and after 24 weeks of sound therapy. Twenty-six age- and sex-matched healthy (...) control individuals also underwent two scans over a 24-week interval; 3.0T MRI and high-resolution 3D structural images were acquired with a 3D-BRAVO pulse sequence. Structural image data preprocessing was performed using the VBM8 toolbox. The Tinnitus Handicap Inventory score was assessed for the severity of tinnitus before and after treatment. Two-way mixed model analysis of variance and post hoc analyses were performed to determine differences between the two groups and between the two scans. Student-Newman-Keuls tests were used in the post hoc analysis. Interaction effects between the two groups and the two scans demonstrated significantly different gray matter volume in the right parahippocampus gyrus, right caudate, left superior temporal gyrus, left cuneus gyrus, and right calcarine gyrus; we found significantly decreased GM volume in the above five brain regions among the tinnitus patients before sound therapy compared to that in the HC group. The 24-week sound therapy group demonstrated significantly greater brain volume compared with the baseline group among these brain regions. We did not find significant differences in brain regions between the 24-week sound therapy and HC groups. The SCN results showed that the left superior temporal gyrus and left rolandic operculum were significantly different in nodal efficiency, nodal degree centrality, and nodal betweenness centrality after FDR correction. This study characterized the effect of sound therapy on brain GM volume, especially in the left superior temporal lobe. Notably, sound therapy had a normalizing effect on tinnitus patients. (shrink)

In this article, I engage with the ways in which disability is governed within the Millennium Development Goals. Using a Foucauldian perspective on the governing of populations in modern states, I problematise this politics of disability and development by interrogating the ways in which biopower, through the constructions of modern development frameworks, has shaped our understanding of disability and impairment. I pursue this historical trajectory by tracing the emergence of the Global Burden of Diseases, a global study developed by the (...) World Health Organization and the World Bank in the 1990s. The forms of knowledge emerging in these global frameworks shed light on genealogies of disability in the twenty-first century. By re-visiting a postcolonial critique of Foucault’s conception of power in the context of Third World’s struggles for liberation, I suggest that a Foucauldian critique in disability and development could be deepened through its engagement with postcolonial studies. A critical and genealogical perspective on disability and development, I argue, is useful for understanding the government of disability and impairment in the intersections of global and local histories. (shrink)

The approach of the complex network has well described seismic complex systems. In this paper, this is the first time three classical network construction methods for seismicity are compared. By using the same dataset from the Southern California Seismic Network, three networks are constructed. They all present the scale-free, small-world properties, a strength-degree correlation, and an assortative mixing feature. However, they show some differences in the hierarchical clustering feature. On observing the evolution results, three measures show a similar correlation with (...) seismicity dynamics, but one measure shows a different result. These results show that different network construction methods will present some similarities and differences in network properties. This situation needs to be considered, especially when discussing a predictive indicator of seismicity. (shrink)

1. ProlégomènesL’usage de méthodes mathématiques pour traiter de données textuelles a une longue tradition. On se souvient que c’est en étudiant Pouchkine que Markov a élaboré ses chaînes. La linguistique mathématique (qui dépasse de très loin l’analyse des données textuelles) a connu un peu partout un essor important et a fourni des modèles à bon nombre de travaux portant sur le langage (Chomsky, Harris, Montague, …). On connaît aussi, via des mathématiques fort sophistiquées, la profonde in..

1. ProlégomènesL’usage de méthodes mathématiques pour traiter de données textuelles a une longue tradition. On se souvient que c’est en étudiant Pouchkine que Markov a élaboré ses chaînes. La linguistique mathématique (qui dépasse de très loin l’analyse des données textuelles) a connu un peu partout un essor important et a fourni des modèles à bon nombre de travaux portant sur le langage (Chomsky, Harris, Montague, …). On connaît aussi, via des mathématiques fort sophistiquées, la profonde in...

Name der Zeitschrift: Semiotica Jahrgang: 2015 Heft: 203 Seiten: 227-248.

In this paper, we defined (I,T) − standard neutrosophic rough sets based on an implicator I and a t-norm T on I; lower and upper approximations of standard neutrosophic sets in a standard neutrosophic approximation are defined. Some properties of (I,T) − standard neutrosophic rough sets are investigated. We consider the case when the neutrosophic components (truth, indeterminacy, and falsehood) are totally dependent, single-valued, and hence their sum is ≤ 1.

The authors at times propose that robots are mere depictions of social agents (a philosophical claim) and at other times that people conceive of social robots as depictions (an empirical psychological claim). We evaluate each claim's accuracy both now and in the future and, in doing so, we introduce two dangerous misperceptions people have, or will have, about social robots.

Even in psychological literature, which describes many determining variables related to the school domain, few studies have investigated the universal mechanism underlying parent–child relations, which is a prototype matrix for future student–teacher relations. The role of the imprinted schema of children’s obligations toward parents seems to be crucial for school functioning in classroom society. The Dual Filial Piety Model is comprised of two higher-order factors that correspond to the two focal filial piety attributes: reciprocal and authoritarian, which have been shown (...) to have distinct implications on social adaptation and individuals’ psychological functioning. In this study, we investigate the relationship between filial piety and student attitudes in a more individualistic and egalitarian culture and in a more collectivistic and hierarchical society. The measurement invariances of three scales, i.e., the Vietnamese adaptation of DFP Scale, the Utrecht Work Engagement Scale, and the Study Satisfaction Scale, were improved in the MLM analyses. Our results show that in more individualistic cultures, the RFP is a stronger predictor of study engagement and study satisfaction; however, the AFP is a better factor to predict study engagement in more collectivistic cultures. What is more, only RFP positively correlates with study satisfaction in individualistic culture. Our findings revealed that in different cultures, different aspects of filial piety should be emphasized by parents in the context of the future academic achievements of their children. The conclusion is that the prevention and intervention strategies or techniques intended for children with school problems should be culturally appropriate and addressed to the parents of kindergarten and later to very early-stage education teachers. The results of studies based on the DFPM may stimulate practical applications and policy development within the domain of success and failure in the academic environment. (shrink)

Educational philosophy helps to orient the educational development process of each country and develop the capacity of each individual in society. In the educational history of each country, there is always a process of preserving and transferring social heritages. The educational system prepares the next generation to enter society and imparts ideas, values, and beliefs that will shape young people’s thinking and behavior for the rest of their lives. Therefore, this article wishes to clearly and vividly clarify the importance of (...) studying Pragmatism’s educational philosophy to realize its present influence. At the same time, it is crucial to deeply understand the educational process of Pragmatism to derive meaning and clarify the primary function of educating Vietnamese people in the context of current global integration. The article uses the materialist dialectic method with broad and specific historical principles to evaluate Vietnamese education with opportunities and challenges in the current integration process by studying Pragmatism’s philosophical education. The article found that the theory of education by Pragmatism clarifies the role of social educational institutions – schools in the educational process. In parallel, it is a teacher with educational methods and programs that are the basis for educating learners to become comprehensive citizens in the future. And students are the goal and the product that the educational philosophy needs to implement. Research results, the article clarifies the need to develop an educational philosophy for Vietnamese people to build comprehensively in the socialist orientation in the current globalization context. (shrink)

A rough fuzzy set is the result of the approximation of a fuzzy set with respect to a crisp approximation space. It is a mathematical tool for the knowledge discovery in the fuzzy information systems. In this paper, we introduce the concepts of rough standard neutrosophic sets and standard neutrosophic information system, and give some results of the knowledge discovery on standard neutrosophic information system based on rough standard neutrosophic sets.

BackgroundThe Basal ganglia (BG) played a crucial role in the brain-level mechanisms of chronic pain disorders. However, the functional changes of BG in chronic prostatitis/chronic pelvic pain syndrome (CP/CPPS) are still poorly understood. This study investigated the BG subregions’ resting-state functional connectivity (rs-FC) in CP/CPPS patients compared with healthy controls.MethodsTwenty eight patients with CP/CPPS and 28 age- and education-matched healthy males underwent clinical measurements and 3T brain MR imaging, including T1-weighted structural images and resting-state functional imaging. The data were analyzed (...) by the seeded-based rs-FC analysis. Then, a machine learning method was applied to assess the feasibility of detecting CP/CPPS patients through the changed rs-FC.ResultsCompared with healthy males, patients presented decreased rs-FC between the BG subregions and right middle cingulate cortex, and correlated with pain (r = 0.51, p-uncorrected = 0.005) and urinary symptoms (r = –0.4, p-uncorrected = 0.034). The left superior temporal gyrus and right supramarginal gyrus showed decreased rs-FC with the BG subregions as well. The area under the receiver operating characteristic curve of 0.943 (accuracy = 80%, F1-score = 80.6%) was achieved for the classification of CP/CPPS patients and healthy males with support vector machine (SVM) based on the changed rs-FC.ConclusionThese findings provide evidence of altered BG subregions’ rs-FC in CP/CPPS, which may contribute to our understanding of the BG’s role in CP/CPPS. (shrink)

Teaching research activities in China are practical and reflective research of teachers on teaching. These required activities are meant to ensure quality education and facilitate the professional development of teachers. However, in TRA, teachers encounter many challenges such as low efficiency and weak team collaboration. These problems make it hard to achieve the expected outcomes. W Primary School reformed its activities using Change Laboratory, a formative intervention approach to workplace learning and development based on activity theory. The data collected included (...) seven recorded meetings in the Change Laboratory. The conversations in the meetings were then transcribed into texts. A deductive method of content analysis was used to code the data, focusing on categorizing comments of teachers about the transformative agency. The findings showed the following: There were five types of transformative agencies, namely, resisting, criticizing, explicating, envisioning, and committing to actions. Resisting and criticizing were represented less frequently, and taking action did not emerge as a type of transformative agency. The comments about transformative agency about tools were more frequent than comments about other elements in the activity system. There were some differences in the expression of transformative agency across participants. At the end of this study, the implications for the development of TRA are discussed. (shrink)