• Title/Summary/Keyword: 문장유사성분석

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Investigating an Automatic Method in Summarizing a Video Speech Using User-Assigned Tags (이용자 태그를 활용한 비디오 스피치 요약의 자동 생성 연구)

  • Kim, Hyun-Hee
    • Journal of the Korean Society for Library and Information Science
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    • v.46 no.1
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    • pp.163-181
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    • 2012
  • We investigated how useful video tags were in summarizing video speech and how valuable positional information was for speech summarization. Furthermore, we examined the similarity among sentences selected for a speech summary to reduce its redundancy. Based on such analysis results, we then designed and evaluated a method for automatically summarizing speech transcripts using a modified Maximum Marginal Relevance model. This model did not only reduce redundancy but it also enabled the use of social tags, title words, and sentence positional information. Finally, we compared the proposed method to the Extractor system in which key sentences of a video speech were chosen using the frequency and location information of speech content words. Results showed that the precision and recall rates of the proposed method were higher than those of the Extractor system, although there was no significant difference in the recall rates.

Construction of a Bidirectional Transformer Model for Paraphrasing Detection (패러프레이즈 문장 검출을 위한 양방향 트랜스포머 모델 구축)

  • Ko, Bowon;Choi, Ho-Jin
    • Annual Conference on Human and Language Technology
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    • 2019.10a
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    • pp.465-469
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    • 2019
  • 자연어 처리를 위해서 두 문장의 의미 유사성을 분석하는 것은 아주 중요하다. 이 논문은 패러프레이즈 검출 태스크를 수행하기 위한 Paraphrase-BERT를 제안한다. 우선 구글이 제안한 사전 학습된 BERT를 그대로 이용해서 패러프레이즈 데이터 (MRPC)를 가지고 파인 튜닝하였고 추가적으로 최근에 구글에서 새로 발표한 Whole Word Masking 기술을 사용하여 사전 학습된 BERT 모델을 새롭게 파인 튜닝하였다. 그리고 마지막으로 다중 작업 학습을 수행하여 성능을 향상시켰다. 구체적으로 질의 응답 태스크와 패러프레이즈 검출 태스크를 동시에 학습하여 후자가 더 잘 수행될 수 있도록 하였다. 결과적으로 점점 더 성능이 개선되었고 (11.11%의 정확도 향상, 7.88%의 F1 점수 향상), 향후 작업으로 파인 튜닝하는 방법에 대해서 추가적으로 연구할 계획이다.

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Emotion Prediction of Document using Paragraph Analysis (문단 분석을 통한 문서 내의 감정 예측)

  • Kim, Jinsu
    • Journal of Digital Convergence
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    • v.12 no.12
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    • pp.249-255
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    • 2014
  • Recently, creation and sharing of information make progress actively through the SNS(Social Network Service) such as twitter, facebook and so on. It is necessary to extract the knowledge from aggregated information and data mining is one of the knowledge based approach. Especially, emotion analysis is a recent subdiscipline of text classification, which is concerned with massive collective intelligence from an opinion, policy, propensity and sentiment. In this paper, We propose the emotion prediction method, which extracts the significant key words and related key words from SNS paragraph, then predicts the emotion using these extracted emotion features.

A Study on the Correlation between Sound Spectrogram and Sasang Constitution (성문(聲紋)과 사상체질(四象體質)과의 상관성(相關性)에 관(關)한 연구(硏究))

  • Yang, Seung-hyun;Kim, Dal Lae
    • Journal of Sasang Constitutional Medicine
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    • v.8 no.2
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    • pp.191-202
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    • 1996
  • Sasang constitution classification is very important subject, so many medical men studied the Sasang constitution classification but there is no certain method to classify objectively. And the purpose of this study is to help classifying Sasang constitution through correlation with sound spectrogram. This study was done it under the suppose that Sasang costitution hag correlation with sound spectrogram. The following results were obtained about correlation between sound spectrogram and Sasang constitution by comparison and analysis the pitch and reading speed of Sasang constitutions; 1. There was a similar tendency in the composition reading speed between taeeumin, soeumin and soyangin. 2. Taeeumin's center was lower measured more than soeumin's and soyangin's in the pitch graph and graph by normal curve fit and there was a similar tendency between soeumin and soyangin. 3. There was a similar tendency in the pitch graph's width between all constitutions. 4. There was a significant difference between taeeumin and soeum in the mean of three constitution's pitch, this means that taeeumin uses lower voice more than soeumin. According to the results, it is considered that there is a correlation between pitch of sound spectrogram and Sasang constitution. And method of Sasang constitution classification through sound spectrogram analysis can be one method as assistant for the objectification of Sasang constitution classification.

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Probing Sentence Embeddings in L2 Learners' LSTM Neural Language Models Using Adaptation Learning

  • Kim, Euhee
    • Journal of the Korea Society of Computer and Information
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    • v.27 no.3
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    • pp.13-23
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    • 2022
  • In this study we leveraged a probing method to evaluate how a pre-trained L2 LSTM language model represents sentences with relative and coordinate clauses. The probing experiment employed adapted models based on the pre-trained L2 language models to trace the syntactic properties of sentence embedding vector representations. The dataset for probing was automatically generated using several templates related to different sentence structures. To classify the syntactic properties of sentences for each probing task, we measured the adaptation effects of the language models using syntactic priming. We performed linear mixed-effects model analyses to analyze the relation between adaptation effects in a complex statistical manner and reveal how the L2 language models represent syntactic features for English sentences. When the L2 language models were compared with the baseline L1 Gulordava language models, the analogous results were found for each probing task. In addition, it was confirmed that the L2 language models contain syntactic features of relative and coordinate clauses hierarchically in the sentence embedding representations.

Statistical analysis on long-term change of jitter component on continuous speech signal (음성신호의 Jitter 성분의 장시간 변화에 관한 통계적 분석)

  • Jo, Cheolwoo
    • Phonetics and Speech Sciences
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    • v.12 no.4
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    • pp.73-80
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    • 2020
  • In this study, a method for measuring the jitter component in continuous speech is presented. In the conventional jitter measurement method, pitch variabilities are commonly measured from the sustained vowels. In the case of continuous speech, such as a spoken sentence, distortion occurs with the existing measurement method owing to the influence of prosody information according to the sentence. Therefore, we propose a method to reduce the pitch fluctuations of prosody information in continuous speech. To remove this pitch fluctuation component, a curve representing the fluctuation is obtained via polynomial interpolation for the pitch track in the analysis interval, and the shift is removed according to the curve. Subsequently, the variability of the pitch frequency is obtained by a method of measuring jitter from the trajectory of the pitch from which the shift is removed. To measure the effects of the proposed method, parameter values before and after the operations are compared using samples from the Kay Pentax MEEI database. The statistical analysis of the experimental results showed that jitter components from the continuous speech can be measured effectively by proposed method and the values are comparable to the parameters of sustained vowel from the same speaker.

Methodology for semi-autonomous rule extraction based on Restricted Language Set and ontology (제한된 언어집합과 온톨로지를 활용한 반자동적인 규칙생성 방법 연구)

  • Son, Mi-Ae;Choe, Yun-Gyu
    • Proceedings of the Korea Inteligent Information System Society Conference
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    • 2007.05a
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    • pp.297-306
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    • 2007
  • 지능정보시스템 구축에 있어서 자동화가 어려운 단계중의 하나인 규칙 습득을 위해 활용되는 방법중의 하나가 제한된 언어집합 기법을 이용하는 것이다. 그러나 제한된 언어집합 기법을 이용해 규칙을 생성하기 위해서는 규칙을 구성하는 변수와 그 값들에 대한 정보가 사전에 정의되어 있어야 하는데, 유동성이 큰 웹 환경에서 예상 가능한 모든 변수와 그 값을 사전에 정의하는 것이 매우 어렵다. 이에 본 연구에서는 이러한 한계를 극복하기 위해 제한된 언어집합 기법과 온톨로지를 이용한 규칙 생성 방법론을 제시하였다. 이를 위해 지식의 습득 대상이 되는 특정 문장은 문법구조 분석기를 이용해 파싱을 수행하며, 파싱된 단어들을 이용해 규칙의 구성 요소인 변수와 그 값을 식별한다. 그러나 규칙을 내포한 자연어 문장의 불완전성으로 인해 변수가 명확하지 않거나 완전히 빠져 있는 경우가 흔히 발생하며, 이로 인해 온전한 형식의 규칙 생성이 어렵게 된다. 이 문제는 도메인 온톨로지의 생성을 통해 해결하였다. 이 온톨로지는 특정 도메인을 구성하고 있는 개념들간의 관계를 포함하고 있다는 점에서는 기존의 온톨로지와 유사하지만, 규칙을 완성하는 과정에서 사용된 개념들의 사용빈도를 기반으로 온톨로지의 구조를 변경하고, 결과적으로 더 정확한 규칙의 생성을 지원한다는 점에서 기존의 온톨로지와 차별화된다. 이상의 과정을 통해 식별된 규칙의 구성요소들은 제한된 언어집합 기법을 이용해 구체화된다. 본 연구에서 제안하는 방법론을 설명하기 위해 임의의 인터넷 쇼핑몰에서 수행되는 배송관련 웹 페이지를 선정하였다. 본 방법론은 XRML에서의 지식 습득 과정의 효율성 제고에 기여할 수 있을 것으로 기대된다.

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Analysis of the Inquiry Tendency of the Higher-level Middle School 1 Chemistry Textbooks of Kim Jong-Un Era in North Korea (북한 김정은 시대의 고급중학교 1 화학 교과서의 탐구 경향성 분석)

  • Park, HyunJu;Kwon, JiYoon
    • Journal of the Korean Chemical Society
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    • v.63 no.4
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    • pp.266-279
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    • 2019
  • The purpose of this study was to investigate the inquiry tendency of North Korean chemistry textbook by Romey's method. We analyzed the inquiry tendencies of texts, figures, questions, activities, and summaries by Romey's method. And the following results were compared with those of previous South Korean studies, which method was the same. The 20,017 texts, 541 figures, 140 questions, 243 activities, and 25 summaries in 5 chapters of chemistry textbook of the Higher-level middle school 1 in the Kim Jong-Un Era were analyzed. Results were as follows: texts were authoritarian tendency, figures were authoritarian tendency, questions were excessive inquiry tendency, activities were inquiry tendency, and chapter summaries were drastic authoritarian tendency. The inquiry tendency of North Korean chemistry textbook in higherlevel middle school showed similar tendencies as the textbooks of South Korean chemistry I textbook in the 6th National Science Curriculum. The results of this study are expected to be utilized as basic information and data to understand the inquiry teaching that North Korea science education is aiming at.

Teacher's Perception of Activity Materials in Housing Area of Middle School Technology & Home Economics Textbook (중학교 기술.가정 주생활영역 활동자료에 대한 교사의 인식)

  • Lee, Young-Doo;Cho, Jea-Soon
    • Journal of Korean Home Economics Education Association
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    • v.20 no.3
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    • pp.215-230
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    • 2008
  • Activity materials in textbook could facilitate students' oriented self-help learning. The purpose of this paper is to find out characteristics of activity materials in the housing area of middle school Technology and Home Economics and teacher's perception of them. The data were collected from 253 middle school teachers who had ever taught the housing unit in any of 6 textbooks. The results showed that the number of activity materials were differed by the characteristics of the materials such as type of materials, feature of non sentence materials, and type of activity, depend on authors as well as textbooks. In general, teachers interests in the materials were higher than those of students even the trends of the interests were the same. Adequacy of activity contents and related knowledge of teachers were higher than adequacy of level. Teachers thought time and extra search beyond class were barrier to full the interests of students. Further research is suggested to find out whether higher interests in the materials are related to the higher activating rate of them.

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한국어 합성 동사성 명사의 어휘구조와 다중 동사성명사 구문

  • 류병래
    • Proceedings of the Korean Society for Language and Information Conference
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    • 2001.06a
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    • pp.141-144
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    • 2001
  • 본 논문의 목적은 ‘다중 동사성 명사 구문’(Multiple Verbal Noun Construe-tions)의 논항실현 양상을 이론 중립적으로 고찰해 보고, 이 분석을 제약기반 문법 이론인 최근의 핵 심어주도 구구조문법 (Head-driven Phrase Structure Grammar)틀 안에서, 특히 다중계승위 계를 가정하는 제약기반 어휘부를 기반으로 형식화해 논항의 실현과정을 기술하고 설명하는 것이다. 우선 일본어의 유사한 현상을 분석한 Grimshaw & Mester (1988)의 격실현 양상에 관한 일반화를 기반으로 한국어 동사성명사구문의 논항실현 양상을 ‘논항전이’ (argument transfer)라는 이론적 장치를 이용해 형식화할 수 있음을 보이고, 동사성 합성명사의 논항구조를 만들기 위해 ‘논항합성’(argument composition)이라는 이론적 장치를 제안한다. 나아가서 다중 동사성 명사구문의 논항실현 과정에서 보이는 겹격표지 현상을 ‘격 복사’(case copying)를 제안해 동사성 명사의 격표지가 합성 명사에서 분리되어 문장단위에서 실현될 때 동일한 격을 복사해 실현한다는 점을 주장하고자 한다. 이 주장을 뒷받침하기 위해 수동과 능동 등 문법기능의 변화현상에서 하위범주화된 요소들의 격변화가 자의적이 아님을 실례를 들어 보여 주고자 한다. 일본어의 경동사 (light verbs)에 관한 분석 인 Grimshaw Meste, (1988) 이래 한국어에서도 이와 유사한 구문에 대한 재조명이 활발하게 이루어져 왔다 (Ryu (1993b), 채희락 (1996), Chae (1997) 등 참조). 한국어에서 ‘하다’와 동사성명사(verbal nouns)가 결합하여 이루어진 ‘동사성명사구문’ (Verbal Noun Constructions)에 대한 기존의 논의는 대부분 하나의 동사성 명사가 ‘하다’나 ‘되다등 소위 문법기능을 바꾸는 ‘경동사’들과 결합하여 복합술어가 되는 문법적 현상에 초점이 맞춰져 있었다. 그와 비교해서 동사성 명사의 어근이 두 개 이상 결합하여 동사성명사들끼리 합성명사(compound nouns)를 이루고 그 동사성 합성명사가 문법기능의 변화를 바꾸는 ‘경동사’와 결합하여 이루어진 복합술어에 대해서는 논의가 거의 없는 형편이다. 특히 이 지적은 핵심어주도 구절구조문법틀 내에서는 논란의 여지가 없다. 본 논문의 대상은 바로 이러한 합성 동사성명사의 논항구조와 동사성명사에 의해 하위범주화된 논항들의 문법적 실현양상이다.

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