• Title/Summary/Keyword: Cognitive Language

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Fine-tuning BERT Models for Keyphrase Extraction in Scientific Articles

  • Lim, Yeonsoo;Seo, Deokjin;Jung, Yuchul
    • Journal of Advanced Information Technology and Convergence
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    • v.10 no.1
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    • pp.45-56
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    • 2020
  • Despite extensive research, performance enhancement of keyphrase (KP) extraction remains a challenging problem in modern informatics. Recently, deep learning-based supervised approaches have exhibited state-of-the-art accuracies with respect to this problem, and several of the previously proposed methods utilize Bidirectional Encoder Representations from Transformers (BERT)-based language models. However, few studies have investigated the effective application of BERT-based fine-tuning techniques to the problem of KP extraction. In this paper, we consider the aforementioned problem in the context of scientific articles by investigating the fine-tuning characteristics of two distinct BERT models - BERT (i.e., base BERT model by Google) and SciBERT (i.e., a BERT model trained on scientific text). Three different datasets (WWW, KDD, and Inspec) comprising data obtained from the computer science domain are used to compare the results obtained by fine-tuning BERT and SciBERT in terms of KP extraction.

Analysis of Structural Relationships of Pragmatic Language Ability in Children's Language Development

  • Moon, Kyung-Im
    • Journal of the Korea Society of Computer and Information
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    • v.26 no.11
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    • pp.237-245
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    • 2021
  • In this study, using data completed in the 11th year of the Panel Study on Korean Children, discourse management, situational adjustment and application ability, communication intention, and non-verbal communication were investigated by the child pragmatic language checklist tool in the field of cognitive and language development. It is to find a significant influence by analyzing the relationship between the factors of the observed variables on the latent variables of communication. The subject of this study is 4th grade elementary school students in 1,392 households, excluding 36 non-respondents to the language development question, out of 2150 households in the 11th year of the Panel Study on Korean Children(2018) data, 1428 households excluding 722 households who did not participate in the survey. As a result of the study, it was found that the total effect, direct effect, and indirect effect among the three latent variables except for communication intention were all significant in the effect analysis of the research model. Specifically, not only did nonverbal communication have a direct effect on discourse management ability, but also the indirect influence mediated by situational control and application ability was significant in the relationship between nonverbal communication and discourse management ability. As a result, it was found that the higher the non-verbal communication and situational adjustment and adaptation ability, the higher the discourse management ability.

A study on affective variables and the role of teacher in the foreign language learning (외국어 학습에 있어서의 정의적 요인과 교사의 역할)

  • Jung, Mi-Young
    • English Language & Literature Teaching
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    • no.1
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    • pp.129-157
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    • 1995
  • I made a careful study of affective variables in foreign language learning Affective variables have not been adequately investigated in the study of second language acquisition. Egoism and inhibition are two egocentric factors which play important roles in foreign language learning. Three sociocultural variables. cultural factors, introversion / extroversion, and aggression may be keys to understanding the social nature of second language learning. And the emerging of cognition and affect in "cognitive styles", which vary within and among individuals, might account for varying degree of success in learning a second language. In the process of learning English. the students new to foreign language come to face the language barrier. though they express the deep interest and feel excited at the beginning stage. Of course, the several reasons can explain this fact. but more specially they can be explained in terms of such personal affective factors as age, aptitude, personality, and first of all, motivation. Also the socicultural factors between language and culture can be considered to the learner's aptitude toward the language. Affective factors of students are involved in personality. and personality and affective factors affect English learning. Affective variables of students affect the will to take part in English learning, and the rate of participation in English learning affect the fluency. If students feel inconvenience in English class, it is rarely that they run a risk. Students who do not run a risk in English class are short of spontaneous participation Consequently, it may have negative influence on the accuracy and the fluency of English. Therefore, teachers must be more influential in motivating students and specially attentive so that the students may not make the negative and inhibitive language learning attitude.

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A Study on the Cognitiveness of Pre-Language Therapists for Language Therapy Using Smart Media (스마트미디어 활용 언어치료에 대한 언어치료전공 대학생의 인식조사)

  • Lee, Eun Kyoung;Ahn, Soo Young;Park, Sun Hee
    • Journal of Digital Convergence
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    • v.16 no.3
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    • pp.469-476
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    • 2018
  • This study investigates the common perception of the use of preliminary language rehabilitation as a basic study to demonstrate the usefulness of media utilisation in language therapy. Based on the previous research, data were collected for 150 preliminary language rehabilitation workers and 142 questionnaires were used for data analysis. The study found that the perception of media usage in pre-language rehabilitation was necessary for language development and was also positive about the treatment. The use of media has been recognised as helpful in promoting attention, cognitive and creativity development. Also, the use of media as a treatment tool was agreed to, but it was recognized that the rules for utilizing the media were necessary and needed to know the proper site or program. Therefore, it was suggested that the development of sites and programs that can be used for language therapy is necessary.

Learning a Foreign Language Using Information Technologies for Comfortable Implementation of the Professional Position of a Future Specialist in a Foreign Language Environment

  • Postolenko, Iryna;Biletska, Iryna;Kmit', Olena;Paltseva, Valentyna;Mykhailenko, Olena;Yatsyna, Svitlana;Kuchai, Tetiana
    • International Journal of Computer Science & Network Security
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    • v.22 no.11
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    • pp.63-70
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    • 2022
  • At the present stage, the main directions of the professional position of a specialist in the implementation of English-language Education are to improve and spread the practice of learning languages throughout a person's life by involving information, communication and digital technologies in the educational process. Computerization of the educational process in Higher Education Institutions is considered as one of the first and most promising areas for improving the quality of education in Higher Education Institutions. The necessity of ensuring timely training and retraining of specialists of various profiles (in particular teachers) on the effective use of domestic and foreign electronic resources with the help of modern information technologies for the implementation of the professional position of a future specialist in a foreign-language environment is noted. The main goal of teaching a foreign language (the formation of students' communicative competence, which means mastering the language as a means of intercultural communication) is defined. The types of speech activity that cover the content of teaching a foreign language are highlighted. The main types of assessment in a foreign language are shown - current (non-classroom), thematic, semester, annual assessment and final state certification. The task of the teacher is drawn, which is to create conditions for practical language acquisition for each student, to choose such teaching methods by means of information technologies that would allow each student to show their activity, their creativity; to activate the cognitive activity of the student in the process of learning a foreign language.

Effects of Home-based Cognitive Occupational Therapy Applied to Dementia Patients in the Initial Stages in Gangwon-do (강원도 지역 초기 치매환자에게 적용한 가정방문 인지작업치료의 효과)

  • Lee, Gee-Dae;Jeon, Byoung-Jin
    • The Journal of Korean society of community based occupational therapy
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    • v.4 no.2
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    • pp.75-83
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    • 2014
  • Objective : The purpose of this study is to find out the effects of a Home-based cognitive occupational therapy program conducted for the dementia patients in the initial stages living in Taebaek region in Gangwon-do. Methods : This study carried out Home-based cognitive occupational therapy intervention by 30 Occupational Therapy Dept. students and volunteers targeting 30 dementia patients in the initiative stages for eight sessions, once a week. To identify the change of cognitive function of the participants before and after the program, MMSE-K was used for measuring. Results : As a result of applying Home-based cognitive occupational therapy to the dementia patients in the initial stages, overall cognitive function improvement was demonstrated. Especially, statistically significant improvement was exhibited in orientation, memory retrieval, the concentration of attention, and language ability. Conclusion : The program for cognitive function improvement is considered to be usefully applied to intervention in the dementia patients. The development of various Home-based occupational therapy intervention programs is required in order to adopt the Home-based occupational therapy service in the future.

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The Effect of the Individual differences in Cognitive Processes on Paragraph Comprehension: Structural Equation Modeling (인지정보처리의 개인차와 문단의 이해: 구조모형 연구)

  • Lee, Yoonhyoung;Kwon, Youan
    • Korean Journal of Cognitive Science
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    • v.23 no.4
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    • pp.487-515
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    • 2012
  • The purpose of this study was to investigate the effect of the individual differences in cognitive processes on paragraph comprehension. To do so, the lexical decision task and the pattern comparison task were used to measure the low-level cognitive processes. Digit span task was used to test the phonological loop capacity. The individual differences of the central executive processing capacity were measured by operational span task. Reading span task was used to test the working memory capacity related with the sentence processing. Reading times and accuracies of the logically valid inferences and logically void inferences were tested to measure the high-level cognitive processes. Reading times and accuracies for the target sentences with and without prior explicit causal sentence were measured to test individuals' paragraph comprehension abilities. The results showed that the speed of the low-level cognitive processes was related with the speed of the high-level cognitive processes. Also, the accuracy of the low-level cognitive processes was related with the accuracy of the high-level cognitive processes while there was no significant correlation between the speed and the accuracy in any measures of the cognitive processes. Working memory capacity was related with the accuracy of the cognitive processes while it was not significantly correlated with the speed of the cognitive processes. Most importantly, the speed of low-level cognitive processes significantly affected the speed of the paragraph comprehension while the working memory capacity and the high-level cognitive processes had influences on the accuracies of the paragraph comprehension. The speed of the paragraph comprehension had no influence on the accuracies of the paragraph comprehension.

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Working memory and sensitivity to prosody in spoken language processing (언어 처리에서 운율 제약 활용과 작업 기억의 관계)

  • Lee, Eun-Kyung
    • Korean Journal of Cognitive Science
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    • v.23 no.2
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    • pp.249-267
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    • 2012
  • Individual differences in working memory predict qualitative differences in language processing. High span comprehenders are better able to integrate probabilistic information such as plausibility and animacy, the use of which requires the computation of real world knowledge in syntactic parsing (e.g.,[1]). However, it is unclear whether similar individual differences exist in the use of informative prosodic cues. This study examines whether working memory modulates the use of prosodic boundary information in attachment ambiguity resolution. Prosodic boundaries were manipulated in globally ambiguous relative clause sentences. The results show that high span listeners are more likely to be sensitive to the distinction between different types of prosodic boundaries than low span listeners. The findings suggest that like high-level constraints, the use of low-level prosodic information is resource demanding.

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Knowledge Based Question Answering System Using Fuzzy Logic (지식 기반형 fuzzy 질의 응답 시스템)

  • 이현주;오경환
    • Korean Journal of Cognitive Science
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    • v.2 no.2
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    • pp.309-339
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    • 1990
  • The most common way that people communicate is by speaking or writing natural languages.But if people use computers in the modern technology,they should learn artificial programming languages.If computers could understand what people mean when people speak or type natural languages,people would use the computers more easily and naturally.but there is a problem.The language which people use has vagueness.For example,the convential computer system cant's handle the subjective feeling like 'tall' or 'young'.So peole must specify the exact threshold like 'more'than 25 ages'.We have developed the knowledge-based natural language question answering system which can handle sentences having fuzzy concepts by using blackboard model.Our goal of this research is to develop a portable question answering system as interface for database systems or understanding systems.

How Language Locates Events

  • 남승호
    • Korean Journal of Cognitive Science
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    • v.10 no.1
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    • pp.45-55
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    • 1999
  • This paper argues that the basic modes of spatial cognition can be best identified in terms of argument/participant location, and shows that natural language uses‘simple’types of semantic denotations to encode spatial cognition, and further notes that spatial expressions should be interpreted not as locating an event/state as a whole but as locating arguments/participants of the event. The ways of locating events/states are identified in terms of argument orientation(AO), Which indicates semantic patterns of linkiarticipant location. and shows that natural langrage uses ng locatives to specific arguments. Four patterns of argument orientation described here reveal substantial modes of spatial cognition. and the AO patterns are mostly determined by the semantic classes of English verbs combining with locative expressions, i.e., by the event type of the predicate. As for the denotational constraint of locatives, the paper concludes that semantic denotations of locative PPs are restricted to the intersecting functions mapping relations to relations.

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