Search results

The rapid rise of large language models (LLMs) has propelled them to the forefront of applications in natural language processing (NLP). This paper aims to present a comprehensive examination of the research landscape in LLMs, providing an overview of the prevailing themes and topics within this dynamic domain.

Drawing from an extensive corpus of 198 records published between 1996 to 2023 from the relevant academic database encompassing journal articles, books, book chapters, conference papers and selected working papers, this study delves deep into the multifaceted world of LLM research. In this study, the authors employed the BERTopic algorithm, a recent advancement in topic modeling, to conduct a comprehensive analysis of the data after it had been meticulously cleaned and preprocessed. BERTopic leverages the power of transformer-based language models like bidirectional encoder representations from transformers (BERT) to generate more meaningful and coherent topics. This approach facilitates the identification of hidden patterns within the data, enabling authors to uncover valuable insights that might otherwise have remained obscure. The analysis revealed four distinct clusters of topics in LLM research: “language and NLP”, “education and teaching”, “clinical and medical applications” and “speech and recognition techniques”. Each cluster embodies a unique aspect of LLM application and showcases the breadth of possibilities that LLM technology has to offer. In addition to presenting the research findings, this paper identifies key challenges and opportunities in the realm of LLMs. It underscores the necessity for further investigation in specific areas, including the paramount importance of addressing potential biases, transparency and explainability, data privacy and security, and responsible deployment of LLM technology.

The analysis revealed four distinct clusters of topics in LLM research: “language and NLP”, “education and teaching”, “clinical and medical applications” and “speech and recognition techniques”. Each cluster embodies a unique aspect of LLM application and showcases the breadth of possibilities that LLM technology has to offer. In addition to presenting the research findings, this paper identifies key challenges and opportunities in the realm of LLMs. It underscores the necessity for further investigation in specific areas, including the paramount importance of addressing potential biases, transparency and explainability, data privacy and security, and responsible deployment of LLM technology.

This classification offers practical guidance for researchers, developers, educators, and policymakers to focus efforts and resources. The study underscores the importance of addressing challenges in LLMs, including potential biases, transparency, data privacy, and responsible deployment. Policymakers can utilize this information to shape regulations, while developers can tailor technology development based on the diverse applications identified. The findings also emphasize the need for interdisciplinary collaboration and highlight ethical considerations, providing a roadmap for navigating the complex landscape of LLM research and applications.

This study stands out as the first to examine the evolution of LLMs across such a long time frame and across such diversified disciplines. It provides a unique perspective on the key areas of LLM research, highlighting the breadth and depth of LLM’s evolution.

This conceptual/study protocol paper provides important context around the role of sport in Australia where sport provides aspects of community agency through participation, organisation and volunteerism. It provides a descriptive analysis of how sport assists young people in developing physical and mental ”fitness” through its community orientation. However, it also provides discussion around the potential of a “generation lost” to sport as a consequence of the coronavirus disease 2019 (COVID-19) pandemic. The conceptual nature of this paper means that the data collection underpinning this research has not yet been conducted. However, given that we have applied for human research ethics along with having accrued sporting clubs and organisations eager to be involved in the research, we are planning to roll out this research by mid 2020. The design will be based on mixed methods approach whereby large-scale surveys together with focus groups and interviews will be central to the research data collection process. This research is unique given the nature of the time in which it exists. The last global pandemic was around 100 years ago when sport did not play such a significant role in society. Understanding the implications of the pandemic on young people and to the sporting clubs and organisations will be key in re-establishing sport as a central component of community agency towards the physical and mental health of young people. The urgency of understanding this is key to assisting the loss of potential young people to sport and the benefits that go with it to the individual, the community, and society as a whole.

Applying traditional grounded theory techniques, the present research reanalyzed secondary data from four previously conducted studies to explore how generativity is manifested in young adults.

A new conceptual model of generativity was developed to depict how generativity manifests among this age group.

This study's findings provide leadership educators with a refined approach to interacting with this construct while simultaneously increasing young adults’ potential ability to experience the benefits available to them through generativity at an earlier stage in their lives.

This study advances the field of leadership education by establishing foundational insight into the uniqueness of generativity’s development in young adulthood.

In transnational families worldwide, different family members have varying degrees of mobility, as well as different physical and emotional experiences with relatives and places throughout their lives. For this reason, in recent decades, increasing attention has been placed upon the experiences of migrants' descendants growing up across borders.

Based on data from a multi-sited ethnography and a survey, this chapter explores the experiences of children growing up in Chinese transnational families split between Zhejiang province and their parents' immigration countries, located mainly in Europe. First, it introduces the migration context and methods, presenting the profiles and basic information of the 77 Chinese migrants' descendants who participated in a ‘Roots-seeking Journey’ summer camp held in their family area of origin in China, in 2018. Second, it explores their heterogeneous early childhood paths and conditions, paying particular attention to mobility, care strategies, intergenerational relations and transnational ties. Finally, this chapter introduces the concept of fluid childhoods, and reflects on the key role of care-related mobility and communication technologies in shaping their early life paths and experiences as well as further transnational engagement.

This contribution focuses on the transition from childhood to teenage years to gain insights into intergenerational relations in Türkiye. At this transition, relations between the age groups – maturing children and responsible adults – are partly renegotiated. Scopes of action, areas of responsibility, the right to have a say are being redefined, or at least contested. What becomes the subject of negotiation? How are the negotiations conducted? What are the successes and failures of negotiations? The answers give insights into the positions and mutual relations of adolescents and adults. Using focus group data with girls and complementing questionnaire material from teenagers in Türkiye, we illuminate some challenges related to the age transition from the adolescents' perspective. The results show that the girls – in accordance with their peers and against the resistance of their parents – try to implement their idea that growing up means to become more equal and independent. From the parents' side, responsibility and maturity – particularly regarding (increasing) household and school obligations – emerged as the most dominant expectations toward the teenagers. Our findings suggest that this strong ‘responsibilization’ demanded by the parents and the girls' (albeit somewhat grudgingly achieved) ability to meet this expectation ensured girls' subordination within the intergenerational relations – a subordination that is thus upheld beyond childhood. We conclude that the particular contradictions the teenagers are confronted with when coming of age are increased by Türkiye's status as a society between the East and the West that cannot be considered wholly collectivist anymore.

This study aims to validate a typology of factors previously established by the authors that influence teachers' gameful practices and to investigate these factors further qualitatively.

A focus group interview was conducted with four experienced teachers to gather their views on gameful education. The interview also included a metaphor analysis focusing on their beliefs about the compatibility of school learning and gamefulness. The data were coded using a deductive approach, and qualitative thematic analysis was employed.

Individual factors are more positive influences on gameful practices than institutional or system-level factors. Teachers stated that digital equipment is not essential for gameful practices, but governmental support in reshaping exam-centric education systems might be a key step in promoting their adoption.

In the 21st century, students' learning needs differ from past generations, creating challenging situations for teachers in exam-centric cultures. Gameful education could help teachers by introducing an engaging and motivating learning environment for students. This paper aims to help teachers implement and decision-makers support innovative practices that target lifelong learning.

The empirical findings validated the previously established typology of factors. This research presents best practices for teachers in implementing gameful methods and highlights hindering factors for school leaders and decision-makers aiming to support gameful practices.

This paper draws on the thinking of the nineteenth-century Italian philosopher and poet Giacomo Leopardi and scholars who studied his thoughts on the relationship between nature and humans. Leopardi's philosophy of nature recognizes the alienness of nature in relation to humankind, thus challenging human governance of the planet. The poet’s thoughts align with the dilemma identified in the Anthropocene literature: who speaks for nature? This dilemma has accounting implications in terms of the frameworks and disclosures to be adopted. Therefore, Leopardi’s thoughts can become the basis for a more articulated and complex understanding of some key concepts and issues at the roots of SEA.

The paper utilizes content analysis to examine four essays by Giacomo Leopardi, which serve as the source of our data.

Leopardi recognizes the alienness of nature with respect to humanity and the voicelessness of nature as a generative of conflict. He also warned of the consequences of human governance that does not take nature’s needs into account. These findings open a discussion on the complex accounting implications of the distance between humanity and nature. They can inspire SEA scholars to change the status quo by developing new accounting frameworks from the perspective of nature and adopting forms of governance of nature that recognize the need to protect it as a voiceless stakeholder.

Through Leopardi’s humanistic and poetic philosophy, the perspective of nature can be infused into SEA studies, thereby promoting the need for a multidisciplinary and complex approach to the discipline.

Theoretically, the quality of representation is likely to be enhanced when more societal segments are included in formal political structures. An interesting question, however, is whether a similar correlation holds empirically outside established Western democracies. In the 2015 Egyptian parliament, women representation achieved an all-time high of 14.9% of total seats – nearly four times the historical Egyptian average. It is asked whether female legislators riding this unprecedent tide were different from their male colleagues in terms of their socio-economic backgrounds. But more importantly, the authors examine whether this increased representation led to any change in inclusion of more women’s issues in the legislative agenda, and how traditional topics are debated.

The authors conducted a content analysis of selected parliamentary scripts – generating on an original data set – to trace the topics and interventions raised by female MPs. The authors draw on the extensive literature on women’s representation, giving special attention to the structure versus agency dichotomy in this quest.

The authors conclude that female MPs were as active in parliamentary debates as to their male colleagues. Moreover, women did stress women issues more than men. The results indicate that the inclusion of traditionally under-represented groups does affect parliamentary agendas.

The authors conducted a content analysis of selected parliamentary scripts – generating on an original data set – to trace the topics and interventions raised by female MPs based on a case study of the 2015 Egyptian parliament.

Family businesses are on the rise and facing severe sustainability challenges. The overall purpose of this thesis is to examine the moderating role of technological resources in the relationship between marketing innovation and family business sustainability.

From a post-positivist perspective, this study utilized a quantitative approach and causal research design. 204 family businesses within the Accra Metropolitan Assembly were sampled for this study. Structural Equation Modeling (SMART PLS 4) was utilized for data analysis after a closed-ended questionnaire was used to gather data.

It was evidenced that marketing innovation has a positive significant effect on family business sustainability. Technological resources have a negative significant moderating effect on the relationship between marketing innovation and family business sustainability.

The originality of this study lies in examining the moderating effect of technological resources on the relationship between marketing innovation and family business sustainability in Ghana, where this phenomenon is less explored.

Public realm urban regeneration projects aim to provide facilities for the common good such as improved road systems, public parks, museums and cultural institutions. Driven by political priorities, the expected benefits for society comprise of the proposed regeneration outcomes articulated in a masterplan vision. As a philosophical concept, common good in the context of urban regeneration is explored in this study to understand the expectations for major, long-term regeneration projects and the intended project objectives. In the approach to governance, there should be a relationship between monitoring indicators adopted by the regeneration project as part of the governance framework and their alignment with the common good. These concepts are analysed through a case study of the development and reporting of benchmark indicators established at the start of a major 20-year urban redevelopment in 2010. The monitoring and enhancement concept implemented required indicators to be developed and embedded in the regeneration process to, not only monitor, but also enhance sustainability. The longitudinal case study, at the interim point 10 years since the establishment of these indicators, will evaluate the sustainability of the urban regeneration and evaluate current evidence for the common good. The indicators were developed following the principles of a theme orientated framework in line with the UK and Scottish Government approach at that time. The process of indicator development was iterative, refined and finalised through working closely with local authority, Scottish Enterprise and partnership stakeholders (civic oriented organisations) to capture evidence of progress towards the masterplan vision. Ten years on, conclusions examine whether these indicators could be used a proxy for common good. The conclusion will identify the extent to which we would need to revise indicators to address any gaps to become a more accurate measure of common good.