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A Conceptual Framework for Subdomain Specific Pre-Training of Large Language Models for Green Claim Detection 绿色索赔检测中大语言模型子领域特定预训练的概念框架
Q4 ENVIRONMENTAL SCIENCES Pub Date : 2023-10-01 DOI: 10.14207/ejsd.2023.v12n4p319
Wayne Moodaley, Arnesh Telukdarie
Detection of false or misleading green claims (referred to as “greenwashing”) within company sustainability disclosures is challenging for a number of reasons, which include the textual and qualitative nature, volume, and complexity of such disclosures. In recent years, notable progress made in the fields of artificial intelligence and specifically, large language models (LLMs), has showcased the capacity of these tools to effectively analyse extensive and intricate textual data, including the contents of sustainability disclosures. Transformer-based LLMs, such as Google’s BERT architecture, were trained on general domain text corpora. Subsequent research has shown that further pre-training of such LLMs on specific domains, such as the climate or sustainability domains, may improve performance. However, previous research often uses text corpora that exhibit significant variation across topics and language and which often consist of heterogeneous subdomains. We therefore propose a conceptual framework for further pre-training of transformer based LLMs using text corpora relating to specific sustainability subdomains i.e. subdomain specific pre-training. We do so as a basis for the improved performance of such models in analysing sustainability disclosures. The main contribution is a conceptual framework to advance the use of LLMs for the reliable identification of green claims and ultimately, greenwashing. Keywords: greenwashing, artificial intelligence, sustainability, sustainability reporting, sustainability disclosures.
在公司可持续发展披露中检测虚假或误导性的绿色声明(称为“洗绿”)是具有挑战性的,原因有很多,其中包括此类披露的文本和定性性质、数量和复杂性。近年来,人工智能领域取得了显著进展,特别是大型语言模型(llm),展示了这些工具有效分析广泛而复杂的文本数据的能力,包括可持续性披露的内容。基于transformer的llm,例如Google的BERT架构,是在一般领域文本语料库上训练的。随后的研究表明,对这些法学硕士在特定领域(如气候或可持续性领域)进行进一步的预培训可能会提高绩效。然而,以往的研究经常使用文本语料库,这些语料库在主题和语言之间表现出显著的差异,并且通常由异构子域组成。因此,我们提出了一个概念框架,用于使用与特定可持续性子域相关的文本语料库进一步预训练基于变压器的llm,即子域特定预训练。我们这样做是为了提高这些模型在分析可持续性披露方面的表现。主要贡献是一个概念框架,以促进法学硕士的使用,以可靠地识别绿色主张,并最终实现绿色洗白。 关键词:洗绿,人工智能,可持续发展,可持续发展报告,可持续发展披露
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引用次数: 0
Economic impact of productive use of renewable energy: A case of a women-collective from rural Maharashtra (India) 生产性使用可再生能源的经济影响:马哈拉施特拉邦农村妇女集体的案例(印度)
Q4 ENVIRONMENTAL SCIENCES Pub Date : 2023-10-01 DOI: 10.14207/ejsd.2023.v12n4p467
Chandrakant K. Ingole
Development activities and energy access are intertwined; however, they also contribute towards climate change. Therefore, climate friendly activities are needed to be promoted to ensure socio-economic development. Productive use of renewable energy for income generation is an emerging area of development in developing countries and is under-explored; therefore, there is a need to study the impact of such interventions on income generation. In this context, this paper attempts to estimate the impact of a renewable energy based, women managed collective from rural Maharashtra (India) on the income of beneficiaries using interview-based survey design. An analysis of the data indicates a significant change in beneficiaries’ income with associated multiplier effect vis-à-vis non-beneficiaries’, depicting such initiatives have potential to effect socio-economic development while being environment friendly. This is vital as India foresees an important role for renewable energy to address development issues, rural infrastructure gaps, and climate goals. Keywords: Climate Change, Sustainable Development, Renewable Energy, Collective, Women Empowerment
发展活动和能源获取是相互交织的;然而,它们也助长了气候变化。因此,需要促进有利于气候的活动,以确保社会经济发展。生产性地利用可再生能源创造收入是发展中国家一个新兴的发展领域,但尚未得到充分探索;因此,有必要研究这些干预措施对创收的影响。在此背景下,本文试图使用基于访谈的调查设计来估计基于可再生能源的、来自马哈拉施特拉邦(印度)农村的妇女管理集体对受益人收入的影响。对数据的分析表明,与-à-vis非受益人相比,受益人的收入发生了重大变化,具有相关的乘数效应,说明这些举措有可能影响社会经济发展,同时又有利于环境。这一点至关重要,因为印度预见到可再生能源在解决发展问题、农村基础设施差距和气候目标方面将发挥重要作用。关键词:气候变化,可持续发展,可再生能源,集体,妇女赋权
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引用次数: 0
Age of Economic Alliances - How SMEs Win the Market Using Alliances in Turbulent Times 经济联盟时代——中小企业如何在动荡时期利用联盟赢得市场
IF 1 Q4 ENVIRONMENTAL SCIENCES Pub Date : 2023-06-01 DOI: 10.14207/ejsd.2023.v12n2p151
Genoveva Da Costa Lupédia, CU Constantin-IulianTĂNAȘ, Dumitru-Alin Statie, Robert-Andrei Costache
The years of the pandemic meant more than a test to prove the maturity of the states - it was a good exercise for the business community around the world, to prove that it can survive extremely harsh conditions. Over the two years of the pandemic, SMEs have learned that the only way to survive is to work together, within strategic alliances, for a common goal - to make enough profit to survive. This strategy of alliances in the field of SMEs was a response of the Romanian entrepreneurship to the competitive fight on the market, where the big companies, in order to obtain huge profits even if there was a cataclysm going on, did not "play" honestly and “attacked’’ the few clients the SMEs had. On the other hand, small businesses have learned that "working together" is synonymous with "surviving." The synergy relationship achieved between small companies, transposed into economic alliances, are true examples of business. Through our research, we wanted to see how these companies acted so we have created a model by which new entrants can develop these strategic alliances to grow quickly, gain customers, and cope with the turbulent environment in which they operate daily. For this, we performed a statistical and econometric analysis, using as a tool a questionnaire applied to a number of 156 SMEs in Bucharest-Ilfov and Giurgiu, as well as the output provided by the SPSS for Windows application. Preliminary results have shown us the existence of strategic alliances, which we later studied in order to create a model called the Survival Alliance in Modern Era (SAME). This model can be used as an important element of any strategy, a starting point in the rapid, sustainable, and efficient development of an SME, that is at the beginning of the road and wants to have a word in the market in which it operates.
大流行的这些年不仅是证明各国成熟的考验,也是世界各地商界证明自己能够在极端恶劣条件下生存的一次很好的实践。在大流行的两年里,中小企业认识到,生存的唯一途径是在战略联盟内为一个共同目标而共同努力,即赚取足够的利润以维持生存。这种在中小企业领域的联盟战略是罗马尼亚企业家对市场竞争的回应,在市场竞争中,大公司为了获得巨额利润,即使有灾难发生,也不诚实地“玩”,“攻击”中小企业的少数客户。另一方面,小企业已经认识到“合作”就是“生存”的同义词。小公司之间达成的协同关系,转化为经济联盟,是商业的真正例子。通过我们的研究,我们想看看这些公司是如何行动的,因此我们创建了一个模型,通过这个模型,新进入者可以发展这些战略联盟,以快速增长,获得客户,并应对他们日常运营的动荡环境。为此,我们进行了统计和计量经济学分析,使用了一份问卷作为工具,应用于布加勒斯特-伊尔福夫和久尔久的156家中小企业,以及SPSS For Windows应用程序提供的输出。初步结果表明战略联盟的存在,我们随后对其进行了研究,以创建一个称为现代生存联盟(SAME)的模型。这个模型可以作为任何战略的一个重要元素,作为中小企业快速、可持续和高效发展的起点,这是在道路的开始,并希望在其经营的市场中占有一席之地。
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引用次数: 0
Linking Institutional Factors with the Financial Soundness of Banks. Evidence from the CEE Region 将制度因素与银行财务健全性联系起来。来自中东欧地区的证据
IF 1 Q4 ENVIRONMENTAL SCIENCES Pub Date : 2023-06-01 DOI: 10.14207/ejsd.2023.v12n2p213
V. Sipilova, V. Meņšikovs, Jurijs Baltgailis
Sustainable financial sector needs the sound banking system. The soundness of the banking system is the subject for effects from institutional factors representing the areas of economy, society, public sector, legislation, technologies, and climate change. Although, studies rarely pay attention to the complex approach, where all areas are analysed simultaneously within the study. Design of the present study aims to analyse institutional factors of interdisciplinary nature, which demonstrate potential significance for the sound banking system. The authors focus on the cases that differ by the level of the soundness of banks. The approach provides the novelty of research. Method. During the research, the authors identify and characterise linkages between the factors of institutional environment and the soundness of banks. For the aim, monographic method and correlation analysis are applied. Analysis. The analysis is organised by using two cases that differ by the level of the soundness of banks – the region of Central and Eastern Europe and ten countries with the highest level of the soundness of banks in the world according to the data on Global Competitiveness Report. Results. For the cases that differ by the level of the soundness of banks, the research results demonstrate similarity by the linkages with indicators representing depth of financial system and corporate governance. Differences between the cases appear by the linkages with indicators representing public sector performance and stability of financial system. Conclusions. For the case with lower level of the soundness of banks, overall trends that are necessary for functioning of the sound banking system are observed. Although, several indicators that by their sense are significant for the sound banking system demonstrate negative direction or weak relationship with the soundness of banks what has to be improved in the future and appear as a result of the peculiarities of the banking sector in the region
可持续的金融部门需要健全的银行体系。银行体系的健全性受到代表经济、社会、公共部门、立法、技术和气候变化领域的制度因素的影响。尽管如此,研究很少关注复杂的方法,即在研究中同时分析所有领域。本研究旨在分析跨学科性质的制度因素,这些因素对健全的银行体系具有潜在的意义。作者将重点放在因银行稳健程度不同而不同的案例上。这种方法提供了研究的新颖性。方法在研究过程中,作者确定并描述了制度环境因素与银行稳健性之间的联系。为此,采用专题研究法和相关分析法。分析根据《全球竞争力报告》的数据,该分析使用了两个银行稳健程度不同的案例——中欧和东欧地区以及世界上银行稳健程度最高的十个国家。后果对于因银行稳健程度不同而不同的案例,研究结果表明,与代表金融系统和公司治理深度的指标之间的联系具有相似性。这些案例之间的差异表现在与代表公共部门业绩和金融系统稳定性的指标之间的联系上。结论。对于银行健全程度较低的情况,观察到健全银行系统运作所必需的总体趋势。尽管如此,从其意义上讲,对健全的银行体系具有重要意义的几个指标显示出与银行健全性的负面方向或薄弱关系——未来需要改进的地方,似乎是该地区银行业特点的结果
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引用次数: 0
Light Pollution and Sea Turtles Nest-Site Selection. Is it Possible a Practical Management of the Problem? 光污染与海龟巢址选择。这个问题有可能得到切实可行的解决吗?
IF 1 Q4 ENVIRONMENTAL SCIENCES Pub Date : 2023-06-01 DOI: 10.14207/ejsd.2023.v12n2p35
Artificial light at night (ALAN) pollution is a topic of growing concern globally, in particular along coasts where the number of cities is increasing. The problem is both economic and environmental, as in the case of the selection of the nesting site by the Caretta caretta sea turtles. In fact, even in a poorly lit municipality like Castiglione della Pescaia (Tuscany, Italy), 140 light sources have been identified near the beaches with different types of shielding and intensity. The localization and characterization of these night lighting sources was achieved through both field and satellite measurements. In this paper we propose a practical management of both the general and the specific problem of the case study with an approximate estimate of the costs involved in replacing the lamps with the greatest impact on the conservation of sea turtles.
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引用次数: 1
Cost of Unemployment Affecting Full Employment and Price Stability in Saudi Arabia: An Endogenous Monetary Approach 影响沙特阿拉伯充分就业和物价稳定的失业成本:一种内生货币方法
IF 1 Q4 ENVIRONMENTAL SCIENCES Pub Date : 2023-06-01 DOI: 10.14207/ejsd.2023.v12n2p318
Lamia Saud Shesha
Saudi Arabia is facing an increased workforce out of work. We explore the factors that lead to Saudi Arabia's problem with unemployment and increasingly strict monetary policy. Re-conceptualizing the macroeconomic aim of placing of jobs and assistance for self-reliance over consumer security is critical to a) Understand the overall macroeconomic picture of the economy; b) Recognizing the monetary and social indices ought to be re-examined. Fiscal and monetary measures that deal with imbalances need to be put to the test as well. Saudi Arabia's economic structure is detailed in the series of graphic novels. Additionally, this article would investigate unemployment issues in the state's future.
沙特阿拉伯面临着越来越多的劳动力失业。我们探讨了导致沙特阿拉伯失业和日益严格的货币政策问题的因素。重新构想就业和援助自力更生而非消费者安全的宏观经济目标,对于a)了解经济的总体宏观经济状况至关重要;b) 应当重新审视对货币和社会指数的认识。应对失衡的财政和货币措施也需要接受考验。沙特阿拉伯的经济结构在该系列漫画小说中有详细描述。此外,本文将调查该州未来的失业问题。
{"title":"Cost of Unemployment Affecting Full Employment and Price Stability in Saudi Arabia: An Endogenous Monetary Approach","authors":"Lamia Saud Shesha","doi":"10.14207/ejsd.2023.v12n2p318","DOIUrl":"https://doi.org/10.14207/ejsd.2023.v12n2p318","url":null,"abstract":"Saudi Arabia is facing an increased workforce out of work. We explore the factors that lead to Saudi Arabia's problem with unemployment and increasingly strict monetary policy. Re-conceptualizing the macroeconomic aim of placing of jobs and assistance for self-reliance over consumer security is critical to a) Understand the overall macroeconomic picture of the economy; b) Recognizing the monetary and social indices ought to be re-examined. Fiscal and monetary measures that deal with imbalances need to be put to the test as well. Saudi Arabia's economic structure is detailed in the series of graphic novels. Additionally, this article would investigate unemployment issues in the state's future.","PeriodicalId":46519,"journal":{"name":"European Journal of Sustainable Development","volume":" ","pages":""},"PeriodicalIF":1.0,"publicationDate":"2023-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"47994112","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Sustainability Aspects of the Construction Industry and Entrepreneurship: Challenges and Opportunities 建筑业和企业家精神的可持续性方面:挑战和机遇
IF 1 Q4 ENVIRONMENTAL SCIENCES Pub Date : 2023-06-01 DOI: 10.14207/ejsd.2023.v12n2p161
L. Kauškale, J. Zvirgzdins, I. Geipele
The relevance of the research and its significance are being determined by the fact that changes in economic and environmental development could affect the tendencies of the development of the real estate market and construction industry, and entrepreneurship within these sectors, and vice versa. As time passes, the participants of real estate sectors face numerous challenges, and it could be useful to find the possible improvement opportunities for economic analysis and management. The aim of the research is to analyse the factors affecting the real estate market, construction industry and related entrepreneurship in changing environment in the context of sustainable economic and environmental development, paying particular attention to the tendencies within these sectors. The literature, historical, comparative analysis and logical access methods have been used in the research. The conducted analysis could help in the improvement of the entrepreneurial activities for the sustainable development of the real estate market and construction industry.
经济和环境发展的变化可能影响房地产市场和建筑行业的发展趋势,以及这些部门的创业精神,反之亦然,这一事实决定了研究的相关性及其意义。随着时间的推移,房地产行业的参与者面临着许多挑战,寻找可能的改进机会对经济分析和管理是有益的。研究的目的是分析在可持续经济和环境发展的背景下,影响房地产市场、建筑行业和相关创业在不断变化的环境中的因素,特别注意这些部门的趋势。研究采用了文献法、历史法、比较分析法和逻辑分析法。本文的分析有助于改善创业活动,促进房地产市场和建筑业的可持续发展。
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引用次数: 0
The Role of the Virtual Economy in Advancing Sustainable Development: Exploring Network Semantics, Cyber Risks, and Digitalization 虚拟经济在促进可持续发展中的作用:探讨网络语义、网络风险和数字化
IF 1 Q4 ENVIRONMENTAL SCIENCES Pub Date : 2023-06-01 DOI: 10.14207/ejsd.2023.v12n2p107
Svitlana Khrypko, Qi Yang, Alla Ishchuk, Volodymyr Zabolotnyuk, Igor Zabolotniuk, Hanna Salo
This study explores the role of the virtual economy in advancing sustainable development through an examination of network semantics, cyber risks, and digitalization. The article emphasizes the need for professionals to adapt to new innovations and conditions in order to thrive in the virtual economy. The article aims to highlight the new vectors of language culture and virtual economic semantics and demonstrate the importance of developing foreign language professional information and communication competencies among individuals involved in the digitalization of various aspects of life. The virtual economic environment is analyzed in the context of sustainable development, focusing on cyberspace’s primary risks and challenges, and other factors that contrib ute to the need for a new language paradigm of virtual competence are examined. The study concludes that to succeed in the virtual economy, it is crucial to prioritize professional foreign language training and develop a new type of specialist who can work in the virtual global economy. In addition, the article analyzes the virtualization process of the global economic system, its development and deployment in various sectors, and identifies the relationship between the development and deployment of the virtualization process and the information technology market. The study notes that the digitization of processes in various spheres of economic activity is one of the main global trends in the development of modern society, and the definition of the term “dig ital economy” is analyzed. Finally, the study considers the main types of information and communication technologies and tools used in modern technologies of digitalization of the economy, and their potential for advancing sustainable development.
本研究通过对网络语义、网络风险和数字化的考察,探讨了虚拟经济在推动可持续发展中的作用。文章强调,专业人士需要适应新的创新和条件,才能在虚拟经济中蓬勃发展。本文旨在强调语言文化和虚拟经济语义的新载体,并证明在参与生活各个方面数字化的个人中发展外语专业信息和沟通能力的重要性。在可持续发展的背景下分析了虚拟经济环境,重点关注网络空间的主要风险和挑战,并研究了有助于建立新的虚拟能力语言范式的其他因素。该研究得出结论,要想在虚拟经济中取得成功,至关重要的是要优先考虑专业外语培训,并培养一种能够在虚拟全球经济中工作的新型专家。此外,文章还分析了全球经济体系的虚拟化进程及其在各个部门的发展和部署,并确定了虚拟化进程的发展和配置与信息技术市场之间的关系。研究指出,经济活动各个领域的过程数字化是现代社会发展的主要全球趋势之一,并分析了“数字经济”一词的定义。最后,本研究考虑了现代经济数字化技术中使用的主要类型的信息和通信技术和工具,以及它们在促进可持续发展方面的潜力。
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引用次数: 0
Venture Financing as Support for the Sustainable Model of Post-War Rebuilding in Ukraine 风险融资支持乌克兰战后重建的可持续模式
IF 1 Q4 ENVIRONMENTAL SCIENCES Pub Date : 2023-06-01 DOI: 10.14207/ejsd.2023.v12n2p1
Currently, the Ukrainian economy faces a measure of challenges, caused by damages, losses and qualitative impacts. The primary ideas of post-war rebuilding have been conducted and presented at an international conference in Lugano, Switzerland. At this conference, the main primary areas for post-war rebuilding have been divided to be realized within the post-war rebuilding plan for the following ten years. The primary goal of the plan is to provide a unique chance not only to compensate for damage caused by the war but also to accelerate economic growth and improve quality of life in Ukraine. Thereby, there is an urgent need to describe a wide range of possible financial resources to support post-war rebuilding, based on innovative development and criteria of sustainable growth. The current research problem lays in the innovative forms of financial support following key principles of sustainable post-war rebuilding in Ukraine, namely stages of stability, restoration and modernization. The functional directions of post-war rebuilding are defined within the Ukraine recovery conference as of 2022 that are provided as continuation of the previous Ukraine reform conferences. The current research aims to represent the division of functional direction within the stages of stability, restoration and modernization, defining the necessary amounts of resources to be attracted for these stages. The capacity of venture financing is analyzed in the context of sustainable transformations within the post-war rebuilding process. As a result, the business angels are defined as an attractive source of financial support for the stability stage of post-war rebuilding in Ukraine, aiming to overcome the main part of damages and loss, caused by the full-scale war. The restoring stage is connected with long-term support of innovative projects within a sustainable restoring strategy. Venture funds and international organizations are important actors to conduct sustainable financing at micro-and macro-level. The venture capital divisions of specialized corporations and investment banks tend to provide financial and consulting support at the modernization stage of the post-war rebuilding process.
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引用次数: 0
Knowledge Ecosystem: A Sustainable Theoretical Approach 知识生态系统:一种可持续的理论方法
IF 1 Q4 ENVIRONMENTAL SCIENCES Pub Date : 2023-06-01 DOI: 10.14207/ejsd.2023.v12n2p47
Ana Iolanda Vodă, Sergiu Bortoş, Daniela Tatiana Şoitu
A Knowledge Ecosystem (KE) refers to a system of interconnected components that work together to create, share, and use knowledge. It includes the processes, tools, and platforms that support the creation, dissemination, and application of knowledge. A kno wledge ecosystem’s main attribute is to generate new knowledge and valuable open-ended solutions for the participating actors that drive innovation, improve decision-making, and support learning and growth. This paper provides an overview of the knowledge ecosystem concept, which gain traction in recent research, with a focus on how the knowledge ecosystem is organised and the relationship between components. This paper contributes to research on knowledge ecosystems by describing not only knowledge ecosystem forms of organisation, but also the main methodological approaches used in the evaluation of the concept.
知识生态系统(Knowledge Ecosystem, KE)指的是一个由相互关联的组件组成的系统,这些组件共同创造、共享和使用知识。它包括支持知识的创造、传播和应用的过程、工具和平台。知识生态系统的主要属性是为参与者产生新的知识和有价值的开放式解决方案,从而推动创新,改进决策,并支持学习和成长。本文对近年来备受关注的知识生态系统概念进行了概述,重点讨论了知识生态系统的组织方式以及各组成部分之间的关系。本文不仅描述了组织的知识生态系统形式,而且还描述了用于评估这一概念的主要方法方法,从而有助于知识生态系统的研究。
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引用次数: 0
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European Journal of Sustainable Development
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