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AI METHODS THAT CAN GENERATE LONGER TEXTS WITH MINIMAL INITIAL INPUT 人工智能方法可以用最小的初始输入生成更长的文本
Pub Date : 2021-12-26 DOI: 10.22213/2618-9763-2021-4-109-121
Ágoston Pál Sándor
The article is devoted to the description of the work and the research of text generators generate longer texts with a minimum input of primary information. The research is interdisciplinary of NLP and carried out at the intersection of Natural Language Processing and Computational Linguistics. The emergence of the growth of web-based textual information has significantly accelerated the development of some scientific fields that have existed for many decades, but in the absence of much access to input data, they have not developed as rapidly as in the past two decades. There have been several promising ideas and experiments in this field for the automatic processing of natural language texts, which have already been implemented in many of the systems used, including many commercial systems. In my research, I try to better understand and compare existing CL applications and their operation in each topic. However, specific applications fall into one topic, with little or no difference in their area of operation and application. The methods NLP in the field of artificial intelligence were described. The most important and traceable form of communication is writing. Artificial intelligence and automation are at the heart of the ongoing fourth industrial revolution. During the research process, the author drew several conclusions during the research process. Among other things, he understood the importance of data vectorization and that any abstract process can be well modelled with mathematical processes. Although the use of different text generators are based on AI, the role of man is not negligible, as setting input parameters and checking output results for different methods still requires human control to this day. The layout and “quality assurance” of the text is the responsibility of AI researchers. Various techniques and methods have evolved and supplemented significantly over the past 20 years, with the latest text generators almost surpassing the framework and quality of text written by a person. This does not mean that in the future we will only read machine-generated text. Intuition and creativity still require the presence of man to this day, the machine processes the set of information we enter or enter and processes the various patterns and then generates texts using them.
本文主要对文本生成器的工作进行了描述和研究,以最少的原始信息输入生成较长的文本。该研究是自然语言处理和计算语言学的交叉学科。基于网络的文本信息的出现和增长,极大地促进了一些已经存在了几十年的科学领域的发展,但由于缺乏大量的输入数据,它们的发展速度没有过去二十年那么快。在这一领域有几个很有前途的想法和实验,用于自然语言文本的自动处理,这些想法和实验已经在许多使用的系统中实现,包括许多商业系统。在我的研究中,我试图更好地理解和比较现有的CL应用程序及其在每个主题中的操作。然而,具体的应用都属于一个主题,它们的操作和应用领域很少或没有区别。介绍了人工智能领域的自然语言处理方法。最重要和可追溯的交流形式是写作。人工智能和自动化是正在进行的第四次工业革命的核心。在研究过程中,笔者在研究过程中得出了几个结论。除此之外,他理解数据向量化的重要性,以及任何抽象过程都可以用数学过程很好地建模。虽然不同文本生成器的使用都是基于人工智能,但人的作用也是不可忽视的,因为为不同的方法设置输入参数和检查输出结果,直到今天仍然需要人工控制。文本的布局和“质量保证”是人工智能研究人员的责任。在过去的20年里,各种技术和方法得到了显著的发展和补充,最新的文本生成器几乎超过了人编写的文本的框架和质量。这并不意味着未来我们只会阅读机器生成的文本。直到今天,直觉和创造力仍然需要人类的存在,机器处理我们输入或输入的一组信息,处理各种模式,然后使用它们生成文本。
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引用次数: 0
To the definition of “diversification of enterprises of the military-industrial complex in the conditions of civil-military integration” 对“军民融合条件下军工综合体企业多元化”的界定
Pub Date : 2021-12-26 DOI: 10.22213/2618-9763-2021-4-19-23
T. Berkutova, A. V. Mahova, B. A. Kovtun
The analysis of the conceptual apparatus used in the scientific literature and other materials is carried out to disclose the relations characterizing the content of the processes of diversification of enterprises in relation to the enterprises of the military-industrial complex, since at the completion of the rearmament of the Russian armed forces in 2020 and the reduction in funding for the state defense order, diversification is a key priority of the activity enterprises of the military-industrial complex, causing a change in the requirements for the organization of processes of diversification of enterprises of the military-industrial complex to ensure organizational and economic interpenetration of the military and civilian sectors of the economy. The study of definitions in the field of diversification, the integration of the content of diversification processes, the analysis of the main trends in diversification in domestic and foreign practice in the context of business development in the current economic situation will allow us to more clearly define the subject area of research and specify the wording and methods of solving scientific and applied problems. It is proposed to introduce the concept of “diversification of enterprises of the military-industrial complex in the conditions of military-civil integration” and its author's definition, more clearly defining the subject area of research and specifying the formulation and methods of solving scientific and applied problems, since it reflects the manufacturer's attitude to the products produced by him and assumes that the ultimate goal is not only to obtain additional profit, but also to ensure sustainable economic development of defense industry enterprises, increase defense capability and preserve the social stability of the state.
对科学文献和其他材料中使用的概念工具进行了分析,以揭示自2020年俄罗斯武装部队完成重整和国防秩序资金减少以来,与军工企业相关的企业多样化过程内容特征的关系。多样化是军事-工业复合体企业活动的一项关键优先事项,它改变了组织军事-工业复合体企业多样化进程的要求,以确保军事和民用经济部门在组织和经济上相互渗透。研究多元化领域的定义,整合多元化过程的内容,分析当前经济形势下企业发展背景下国内外实践中多元化的主要趋势,将使我们能够更清晰地界定研究的主题领域,明确解决科学和应用问题的措辞和方法。建议引入“军民融合条件下军工联合体企业多元化”的概念及其作者的定义,更明确地界定了研究的主题领域,明确了解决科学和应用问题的公式和方法,因为它反映了制造商对其生产的产品的态度,并假设最终目标不仅仅是获得额外的利润;还要保证国防工业企业经济的可持续发展,提高国防能力,维护国家的社会稳定。
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引用次数: 0
ENCODING AND TRANSCODING OF TRANSCRIPTIONS OF THE HISTORICAL CORPUS “MANUSCRIPT” 历史语料库“手稿”抄本的编码与转码
Pub Date : 2021-12-26 DOI: 10.22213/2618-9763-2021-4-82-89
V. Baranov, R. Gnutikov, K. I. Zinatshin
The article considers capabilities of using Cyrillic blocks of the Unicode Standard for the purpose of creating transcriptions, which would represent graphics of medieval Slavonic manuscripts. In addition, much attention is given to the fact that the Unicode Standard provides variants of Cyrillic letters, which means that one can accurately enough record graphic features of manuscripts. However, some variants of certain letters are still missing, and that is why there exists a need to use additional agreements of character encoding, which code points are placed in special blocks and Private Use Areas and not in standard ranges of Unicode. The Manuscript - a historical corpus - is the example of a big machine-readable collection of medieval Slavonic manuscripts. It was created on the base of Oracle DBMS with the use of a specialized system of codes and fonts. Transference of the corpus to other technological platforms or usage of external software (including separate texts, parts of corpora, selections) for analysis of linguistic data would be possible only after downloaded files are recoded to the Unicode Standard. A comparative analysis of the character blocks used in the corpus and in the current version 14.0 of the Unicode Standard leads to the conclusion that recoding either results in losses of graphic features or requires usage of a supplementary set of varying characters with code points of Private Use Areas. Instances when there are two or more characters of the Unicode Standard that correspond to one recoded character of the Manuscript are analyzed. It is also stated that numerous ligatures and certain singular graphemes are missing in the standard blocks and in the blocks of Private Use Areas.
本文考虑了使用Unicode标准的西里尔字母块来创建转录的能力,这将代表中世纪斯拉夫手稿的图形。此外,Unicode标准还提供了西里尔字母的变体,这意味着人们可以足够准确地记录手稿的图形特征。然而,某些字母的某些变体仍然缺失,这就是为什么需要使用额外的字符编码协议,这些代码点被放置在特殊块和私有使用区域中,而不是在Unicode的标准范围内。手稿-一个历史语料库-是一个大型机器可读中世纪斯拉夫手稿集合的例子。它是在Oracle DBMS的基础上创建的,使用了专门的代码和字体系统。只有将下载的文件重新编码为Unicode标准后,才能将语料库转移到其他技术平台或使用外部软件(包括单独的文本,语料库的一部分,选段)进行语言数据分析。对语料库中使用的字符块和当前版本的Unicode标准14.0中使用的字符块进行比较分析得出的结论是,重新编码要么会导致图形特征的丢失,要么需要使用带有私有使用区域代码点的不同字符的补充集。当有两个或多个Unicode标准字符对应于手稿的一个重新编码字符时,将分析实例。报告还指出,在标准街区和私人使用区域的街区中,缺少许多连词和某些单数字素。
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引用次数: 0
ANALYSIS OF THE CONSTRAINTS HINDERING THE DEVELOPMENT OF HIGH-RISE MODULAR BUILDINGS 高层模块化建筑发展的制约因素分析
Pub Date : 2021-12-26 DOI: 10.22213/2618-9763-2021-4-12-18
N. Alekseeva, Y. Tolkachev
The assembly of a building from modular blocks that are completely Modular buildings assembled at factories are used for residential buildings, student housing, hotel buildings, schools, hospitals and other social infrastructure facilities. However, due to the existing restrictions, the process of introducing modular buildings into the construction of large facilities is still quite slow. To identify the factors hindering the development of high-rise modular buildings in Russia, a literature review was conducted, as well as a study was conducted through a focus group survey. To quantify the identified constraints, a questionnaire survey of experts in the construction field directly related to modular construction was conducted. This document showed that “Regulatory Limitations”, “Lack of experience and knowledge” and “Lack of building codes and standards” are the main barriers hindering the introduction of modular buildings. The results obtained should serve as a valuable guide for stakeholders using modular buildings, while reducing the risks of modular construction. Future research is expected to use building information modeling and design for manufacturing and assembly to minimize existing constraints and improve the performance of modular construction.
在工厂组装的模块化建筑被用于住宅、学生公寓、酒店、学校、医院和其他社会基础设施。然而,由于现有的限制,将模块化建筑引入大型设施建设的过程仍然相当缓慢。为了找出阻碍俄罗斯高层模块化建筑发展的因素,我们进行了文献综述,并通过焦点小组调查进行了研究。为了量化确定的约束条件,对与模块化建设直接相关的建筑领域的专家进行了问卷调查。该文件显示,“监管限制”、“缺乏经验和知识”和“缺乏建筑规范和标准”是阻碍模块化建筑引入的主要障碍。所获得的结果应该为使用模块化建筑的利益相关者提供有价值的指导,同时降低模块化建筑的风险。未来的研究预计将使用建筑信息建模和设计来制造和组装,以最大限度地减少现有的约束,提高模块化建筑的性能。
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引用次数: 1
HUMAN POTENTIAL AND COMPETITIVENESS OF THE INDUSTRIAL ENTERPRISE 人的潜能与工业企业的竞争力
Pub Date : 2021-12-26 DOI: 10.22213/2618-9763-2021-4-32-37
N. Sokolova, O. A. Perevoshchikova
The competitiveness of an industrial enterprise is influenced by many factors, which in turn are positioned in terms of determining the position of the enterprise in the market. Among the authors considering the problem of enterprise competitiveness, the article highlights the opinion of M. Porter, on the basis of which, it was concluded that without the human component, it would be wrong to talk about the competitiveness of an enterprise in a rapidly developing external environment, improvement of technology and technology. Based on this, the concept of “human potential” is considered as one of the factors influencing the competitiveness of an industrial enterprise. It is also noted that the concept of “human potential” is reflected in the “Methodology for using the rating assessment of the quality of work of production workers for the appointment of allowances for professional skills”, the main purpose of which is the material interest of production workers in the results of their work, increasing labor productivity, improving the quality of work performed, as well as improving the professional level of workers. As a result of considering these provisions, it was concluded that the assessment of the quality of labor according to the specified method helps to increase the human potential of the most numerous contingent of employees of the enterprise - production workers, which in modern conditions of development of society is an important competitive advantage of any enterprise.
工业企业的竞争力受到许多因素的影响,而这些因素又决定了企业在市场中的地位。在考虑企业竞争力问题的作者中,文章突出了波特的观点,并在此基础上得出结论:在快速发展的外部环境、技术和技术的进步中,如果没有人的成分,那么谈论企业的竞争力是错误的。在此基础上,“人的潜能”概念被认为是影响工业企业竞争力的因素之一。还注意到,“人的潜能”的概念体现在“使用生产工人的工作质量等级评估来任命专业技能津贴的方法”中,其主要目的是生产工人在其工作成果中的物质利益,提高劳动生产率,提高所做工作的质量,以及提高工人的专业水平。综合考虑这些规定,得出的结论是,按照规定的方法对劳动质量进行评估,有助于提高企业中人数最多的员工队伍——生产工人的人力潜力,这在现代社会发展条件下是任何企业的重要竞争优势。
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引用次数: 0
STATISTICAL DATA ON THE USE OF THE LEXEME СѢЧА IN RUSSIAN CHRONICLES (based on the corpus of russian chronicles of the IAS “Manuscript”) 俄语编年史中词汇表СѢЧА使用的统计数据(基于IAS“手稿”俄语编年史语料库)
Pub Date : 2021-10-05 DOI: 10.22213/2618-9763-2021-2-104-113
R. A. Vernyaeva
The material for research in this work was the electronic corpus of the oldest Russian Chronicles, published on the portal “Manuscript: Slavic Written Heritage”. The article describes the different understanding of the concept of “collocation” in modern linguistics and presents a quantitative and statistical analysis of the lexical сѢча in the most ancient Russian Chronicles. The tool for obtaining the necessary samples was the n-gram IAS “Manuscript” module, which makes it possible to identify text combinations with a different number of components. The module makes it possible to carry out a statistical analysis of linguistic units using association measures. Within the framework of this work, the T-score and Log-Likelihood measures were used. The first allows you to determine how non-random the strength of the connection between words in a phrase is, the second allows you to compare the observed and expected values for two datasets. In the course of the scientific research, the statistical data on the use of the lexeme сѢча and the semantically close lexeme брань in the annalistic text were compared. The analysis of statistical data confirms the effectiveness of the application of association measures when working with the Old Russian text. The paper concludes that the quantitative-statistical method of analysis of the Old Russian text allows one to obtain linguistically substantiated results.
这项工作的研究材料是最古老的俄罗斯编年史的电子语料库,发表在门户网站“手稿:斯拉夫文字遗产”上。本文阐述了现代语言学对“搭配”概念的不同理解,并对俄罗斯最古老的编年史中的词汇сѢча进行了定量和统计分析。获得必要样本的工具是n-gram IAS“Manuscript”模块,它可以识别具有不同数量成分的文本组合。该模块使使用关联度量对语言单位进行统计分析成为可能。在这项工作的框架内,使用了t得分和对数似然测量。第一种方法允许您确定短语中单词之间的连接强度有多非随机,第二种方法允许您比较两个数据集的观测值和期望值。在科研过程中,对编年体语篇中词汇位сѢча和语义相近词汇位брань使用情况的统计数据进行了比较。对统计数据的分析证实了在处理古俄语文本时使用关联措施的有效性。本文认为,用定量统计方法分析古俄语文本可以得到语言学上有根据的结果。
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引用次数: 0
KARL MICKEL AS A TRANSLATOR FROM RUSSIAN (on the example of A. A. Blok’s poem “Vulture”) 卡尔·米克尔从俄语翻译(以A·A·布洛克的诗《秃鹫》为例)
Pub Date : 2021-10-05 DOI: 10.22213/2618-9763-2021-2-114-120
A. Erokhin
The article deals with some artistic and translation principles of the German poet of the second half of the twentieth century Karl Mickel (1935-2000). The analysis is based on Mickel’s translation of A. A. Blok’s poem “Korshun” [Vulture] (1916). A general characteristic of Mickel’s work is given which highlights the two main features inherent in both his original work and translations. They involve 1) showing structural contradictions within a poetic statement (“art of contradiction”) and 2) emphasizing internal constraints, barriers, dividing lines in a poetic text (“art of separation”). The paper uses documents from Karl Mickel’s archival collections at the German Literary Archive in Marbach. The proposed article analyses stylistic means used by Mickel in his translation of “Vulture” involving an examination of the metrical structure of both original and translation, as well as questioning the means of syntactic, lexical, and phonetic expression. The conclusion is made that Mickel restructures Blok’s original poem, while introducing and reinforcing in it the elements of intellectual reflection and artistic experiment. The results obtained in the paper may be useful for practicing translators, specialists in the theory and history of translation, literary scholars, cultural historians, as well as for teachers, bachelors, masters and graduate students in the field of translation studies.
本文探讨了20世纪下半叶德国诗人卡尔·米克尔(1935-2000)的一些艺术原则和翻译原则。分析的依据是米克尔翻译的A. A.布洛克的诗《Korshun》[Vulture](1916)。给出了米克尔作品的一般特征,突出了他的原著和翻译中固有的两个主要特征。它们包括:1)在诗歌陈述中显示结构性矛盾(“矛盾的艺术”);2)强调诗歌文本中的内部约束、障碍和分界线(“分离的艺术”)。本文使用了马尔巴赫德国文学档案馆中卡尔·米克尔的档案收藏。本文分析了米克尔在翻译《秃鹫》时使用的文体手段,包括对原文和译文的格律结构的考察,以及对句法、词汇和语音表达方式的质疑。结论是,米克尔对布洛克的原诗进行了重构,并在其中引入和强化了思想反思和艺术实验的元素。本文的研究结果对翻译实践、翻译理论和翻译史专家、文学学者、文化史学家以及教师、翻译研究领域的学士、硕士和研究生都有一定的参考价值。
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引用次数: 0
BASIC MEANINGS OF THE CONCEPT “TENDERNESS” IN RUSSIAN AND SPANISH LANGUAGE PICTURES 俄语和西班牙语图片中“温柔”概念的基本含义
Pub Date : 2021-10-05 DOI: 10.22213/2618-9763-2021-3-90-103
E. O. Sozina
The article is dedicated to understanding of the concept of “tenderness” in Russian and Spanish linguistic pictures of the world in comparison. During research the connection between language and culture is indicated, reflected in the linguistic picture of the world through the functioning of the concept as its unit. The focus of attention is focused on the emotional concept that expresses the image, assessment, and cultural significance. On the basis of the learnt linguistic researches in the field of language theory, the concepts of “language picture of the world”, “concept” and “emotional concept” are revealed. A comparative analysis of the data of etymological, explanatory dictionaries, as well as dictionaries of synonyms and antonyms of the Russian and Spanish languages is carried out. The obtained results are compared with the events of the domestic and foreign political life of Russia and Spain of the designated time periods (Etymology, the Middle Ages, the XVIII-XIX centuries, the XX century, the XXI century). The nuclear zone of the concept “tenderness” is being formed in the Russian and Spanish language pictures of the world. The article analyzes the content structure of the concept “tenderness” and the transformation of its components from the moment of its origin to the present day. It clearly reflects which components of the concept values appear and disappear according to the dictionaries from one epoch to another. The most frequent components of the values of the nuclear zone of the concept, common and periodic for each of the studied world pictures, are identified. In conclusion, are formed findings about the similarity and difference of changes in the concept due to the historical formation and its modern functioning in the Russian and Spanish language pictures of the world. It was revealed that in the transformation process, the concept of “tenderness” acquired the status of a deep comprehensive feeling. Nevertheless, despite the general similarity, there are also specific features for each language picture of the world, which are reflected by the analyzed language data recorded in dictionaries. It follows from this that the linguistic representation of the same concept of “tenderness” in the Russian and Spanish linguistic cultures is quite different due to the mental characteristics of each of these cultures.
本文致力于理解“温柔”的概念,将俄语和西班牙语中的世界图景进行比较。在研究过程中,语言与文化之间的联系被指出,并通过概念作为其单位的功能反映在世界的语言图景中。关注的焦点集中在表达形象、评价和文化意义的情感概念上。在语言理论领域所学语言学研究的基础上,揭示了“语言世界图景”、“概念”和“情感概念”的概念。对俄语和西班牙语的词源词典、解释词典以及近义词和反义词词典的资料进行了比较分析。所得结果与指定时期(词源学,中世纪,十八至十九世纪,二十世纪,二十一世纪)俄罗斯和西班牙的国内外政治生活事件进行了比较。“温柔”概念的核心区正在俄语和西班牙语世界图片中形成。文章分析了“温柔”这一概念的内容结构及其构成要素自产生之时至今的变迁。它清楚地反映了概念值的哪些组成部分根据字典从一个时代到另一个时代的出现和消失。该概念的核区值的最常见组成部分,即所研究的每一幅世界图的共同和周期性组成部分,已被确定。最后,对俄语和西班牙语世界图片的历史形成及其现代功能所导致的概念变化的异同进行了研究。揭示了“温柔”这一概念在转变过程中获得了一种深刻的综合情感地位。然而,除了总体上的相似性之外,每种语言的世界图景也有其特定的特征,这些特征反映在字典中记录的分析语言数据中。由此可见,由于俄语和西班牙语文化的心理特征,同一“温柔”概念在两种语言文化中的语言表征存在很大差异。
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引用次数: 0
IMPROVEMENT OF THE SYSTEM OF MOTIVATION OF EMPLOYEES OF A TRADING COMPANY 某贸易公司员工激励制度的完善
Pub Date : 2021-10-05 DOI: 10.22213/2618-9763-2021-3-47-53
I. Sokolova, G. Lobanova
The article is relevant, since the interest of workers in the results of labor is the basis for the successful development of domestic enterprises and business in general. At the same time, the improvement and enhancement of trade processes are taking an increasing place in the economy of any country. In the context of the development of a competitive market, the motivation of sales personnel is the basis for the growth of labor productivity and the achievement of high performance indicators both for the trading enterprise itself, and for the manufacturer and, of course, for the consumer. Correctly developed measures to improve the motivation system of employees of a trading enterprise, as a result, will increase sales revenue and other performance indicators. The article presents the basic principles of motivating employees of the enterprise, investigates the motivational processes of LLC “Arkaim”, on the basis of which changes are proposed in the system of bonuses to employees of the enterprise for the high-quality performance of duties. It was revealed that in LLC “Arkaim” not enough attention is paid to an important motivating factor for increasing the productivity of employees - training of personnel. The main stages of development of the training system at the enterprise are proposed. The budget for staff training for the current year has been formed. The results of the introduction of the new bonus program testify to the effectiveness of the developed measures to stimulate the employees of the trade enterprise.
这篇文章是相关的,因为工人对劳动成果的兴趣是国内企业和一般商业成功发展的基础。与此同时,贸易过程的改善和加强在任何国家的经济中都占有越来越大的地位。在竞争激烈的市场发展的背景下,销售人员的动机是提高劳动生产率和实现高绩效指标的基础,无论是对贸易企业本身,还是对制造商,当然还有对消费者。贸易企业正确制定完善员工激励制度的措施,将提高销售收入等绩效指标。本文阐述了企业员工激励的基本原则,考察了“阿凯姆”有限责任公司的激励过程,并在此基础上提出了对企业员工高质量履行职责的奖金制度进行改革。结果表明,“阿凯姆”有限责任公司对提高员工生产力的一个重要激励因素——人员培训重视不够。提出了企业培训体系发展的主要阶段。本年度的工作人员培训预算已经编制。新的奖金制度的实施结果证明了所制定的激励贸易企业员工的措施的有效性。
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引用次数: 0
PROFESSIONAL LANGUAGE COMPETENCE OF TECHNICAL UNIVERSITY STUDENT: CONCEPT, STRUCTURE, DEVELOPMENTAL SPECIFICS 工科大学生专业语言能力的概念、结构、发展特点
Pub Date : 2021-10-05 DOI: 10.22213/2618-9763-2021-3-64-69
A. Gareyev
The use of competence-based approach in higher technical education demands a certain degree of precision from teachers and researchers when building a structure of a competence. This paper explores foreign language training in a technical university. It discusses the specifics of a concept of competence in the context of a technical university taking into account its qualimetric nature, the ability to measure the results of its development. Also, the concept, structure and developmental specifics of a complex, professional language competence relevant for technical universities are presented. Based on the literature review and the use of method of group expert assessment, the structure of professional language competence for a technical university student is identified. It consists of three its most significant components: communicative, cognitive and domain-specific. With that, the domain-specific component implies two individual educational trajectories which correspond to the needs of future graduates. The presented structure lays the foundation of a pedagogical model and technology developed by the author and can be used for other pedagogical solutions and experiments.
在高等技术教育中使用基于能力的方法,要求教师和研究人员在构建能力结构时具有一定的精确性。本文对工科大学外语培训进行了探讨。它讨论了技术大学背景下能力概念的具体内容,考虑到其质量性质,即衡量其发展结果的能力。此外,介绍了与技术大学相关的复杂专业语言能力的概念、结构和发展特点。在文献综述的基础上,运用专家小组评估的方法,确定了工科大学生专业语言能力的结构。它由三个最重要的组成部分组成:交际、认知和特定领域。因此,特定领域的组成部分意味着两个与未来毕业生需求相对应的个人教育轨迹。所提出的结构为作者开发的教学模型和技术奠定了基础,并可用于其他教学解决方案和实验。
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引用次数: 0
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Social’no-ekonomiceskoe upravlenie: teoria i praktika
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