• Title/Summary/Keyword: Ko

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Comparison of KoBART and KoBERT models for Korean paper summarization (한국어 논문 요약을 위한 KoBART와 KoBERT 모델 비교*)

  • Jaesung Jun;Suan Lee
    • Annual Conference on Human and Language Technology
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    • 2022.10a
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    • pp.562-564
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    • 2022
  • 통신 기술의 발전으로 일반인들도 다양한 자료들을 인터넷에서 손쉽게 찾아볼 수 있는 시대가 도래하였다. 개인이 접근할 수 있는 정보량이 기하급수적으로 많아 짐에 따라, 이를 효율적으로 요약, 정리하여 보여주는 서비스들의 필요성이 높아지기 시작했다. 본 논문에서는, 자연어 처리 모델인 BART를 40GB 이상의 한국어 텍스트로 미리 학습된 한국어 언어 모델 KoBART를 사용한 한국어 논문 요약 모델을 제안하고, KoBART와 KoBERT 모델의 한국어 논문 요약 성능을 비교한다.

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Reading Comprehension requiring Discrete Reasoning Over Paragraphs for Korean (단락에 대한 이산 추론을 요구하는 한국어 기계 독해)

  • Kim, Gyeong-min;Seo, Jaehyung;Lee, Soomin;Lim, Heui-seok
    • Annual Conference on Human and Language Technology
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    • 2021.10a
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    • pp.439-443
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    • 2021
  • 기계 독해는 단락과 질의가 주어졌을 때 단락 내 정답을 찾는 자연어 처리 태스크이다. 최근 벤치마킹 데이터셋에서 사전학습 언어모델을 기반으로 빠른 발전을 보이며 특정 데이터셋에서 인간의 성능을 뛰어넘는 성과를 거두고 있다. 그러나 이는 단락 내 범위(span)에서 추출된 정보에 관한 것으로, 실제 연산을 요구하는 질의에 대한 응답에는 한계가 있다. 본 논문에서는 기존 범위 내에서 응답이 가능할 뿐만이 아니라, 연산에 관한 이산 추론을 요구하는 단락 및 질의에 대해서도 응답이 가능한 기계 독해 모델의 효과성을 검증하고자 한다. 이를 위해 영어 DROP (Discrete Reasoning Over the content of Paragraphs, DROP) 데이터셋으로부터 1,794개의 질의응답 쌍을 Google Translator API v2를 사용하여 한국어로 번역 및 정제하여 KoDROP (Korean DROP, KoDROP) 데이터셋을 구축하였다. 단락 및 질의를 참조하여 연산을 수행하기 위한 의미 태그를 한국어 KoBERT 및 KoELECTRA에 접목하여, 숫자 인식이 가능한 KoNABERT, KoNAELECTRA 모델을 생성하였다. 실험 결과, KoDROP 데이터셋은 기존 기계 독해 데이터셋과 비교하여 단락에 대한 더욱 포괄적인 이해와 연산 정보를 요구하였으며, 가장 높은 성능을 기록한 KoNAELECTRA는 KoBERT과 비교하여 F1, EM에서 모두 19.20의 월등한 성능 향상을 보였다.

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Analysis of high-fat diet-induced inflammatory responses in Rhbdf2 knockout mice

  • Kim, Sung-Jun;Nam, Ki-Hoan;Park, Seul-Gi;Byun, Young-Sub;Kim, Eun-Kyoung;Cho, Sang-Mi;Kim, Ha-rim;Kim, Hyoung-Chin;Lee, Hu-Jang;Lee, Beom Jun
    • Journal of Preventive Veterinary Medicine
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    • v.42 no.4
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    • pp.133-142
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    • 2018
  • This study investigated the characteristics of obesity induced by a high-fat diet (HD) over 13 weeks in Rhbdf2 gene knockout (KO) mice. Forty 7-week-old Rhbdf2 wild and KO mice were used and the mice were divided into 4 groups: Wild-ND (n=10, Rhbdf2 wild mice, normal diet (ND)), Wild-HD (n=10, Rhbdf2 wild mice, HD), KO-ND (n=10, Rhbdf2 KO mice, ND) and KO-HD (n=10, Rhbdf2 KO mice, HD). The relative epididymal fat weight in KO-HD was significantly increased compared with that in KO-ND (P<0.01). The relative liver and spleen weights in KO-HD were decreased compared with those in Wild-HD (p < 0.05) and KO-ND (p < 0.01). The mRNA expression of SOD1 in KO-ND was significantly reduced compared with that in Wild-ND (p < 0.05). In Wild-ND and HD, the mRNA expressions of $TNF-{\alpha}$ and IL-6 in epididymal fat were significantly increased compared with those in KO-ND and HD (p < 0.01). A significant increase of $TNF-{\alpha}$ and IL-6 mRNA expression was observed in KO-HD compared with KO-ND (p < 0.01). These results indicated that Rhbdf2 genes may regulate high fat diet-induced obesity damage by anti-inflammatory and anti-oxidative roles in fat tissue of mice.

Description of Lycoris chinensis Traub var. sinuolata K. Tae et S. Ko ex K. Tae et S. Ko (Amaryllidaceae) (진노랑상사화 Lycoris chinensis Traub var. sinuolata K. Tae et S. Ko ex K. Tae et S. Ko (Amaryllidaceae)에 대한 기재)

  • Tae, Kyoung-Hwa;Ko, Sung-Chul
    • Korean Journal of Plant Taxonomy
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    • v.33 no.4
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    • pp.387-392
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    • 2003
  • For Lycoris chinensis Traub var. sinuolata K. Tae et S. Ko ex K. Tae et S. Ko, Korean endemic plant, latin description is add to the previous study, and a key including L. chinensis Traub and L. aurea Herb. which are closely related to the above variety, is newly provided.

Keyword and Emotional Analysis Diary Service Using KoNLPy and KoBERT (KoNLPy와 KoBERT를 활용한 키워드 및 감정분석 일기 서비스)

  • Lee, ChaeWon;Moon, Mikyeong
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2022.07a
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    • pp.501-502
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    • 2022
  • 최근 작성한 일기를 SNS에 올려 평범한 사람들이 음악, 음식, 사건 등 소소한 일상을 남기고 우울증 투병기를 공유하여 힘을 얻기도 하는 등 누가 시키지 않아도 일기를 작성하고 간직하는 사람들이 증가하고 있다. 이러한 변화로 일기는 하루의 일상을 기록하는 목적을 넘어 어떤 감정을 느꼈는지 알아차리고 자아를 성찰 및 탐구하는 단계로 발전하고 있다. 그러나 스스로 일기의 키워드를 분석하고 감정이 어떠한지 정확하게 아는 것은 어렵다. 이에 따라 본 논문에서는 제시한 문제를 해결하기 위한 방법으로 KoBERT와 KoNLPy를 활용한 키워드 및 감정분석 일기 서비스를 제안하였다. 본 연구의 키워드 및 감정분석 일기 서비스는 사용자가 무의식적으로 표현하는 텍스트 기반의 일기에서 자주 반복되는 키워드와 감정을 제공하여 자신의 감정상태를 쉽게 인지하고 되돌아볼 수 있도록 제작하였다.

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Evaluation of at Rest Lateral Stress Coefficient Influenced by Particle Condition (입자의 조건에 따른 정지토압계수 평가)

  • Lee, Jung-Hwoon;Lee, Dong-Ryeol;Yun, Tae-Sup;Lee, Jun-Hwan
    • Journal of the Korean Geotechnical Society
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    • v.28 no.8
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    • pp.21-29
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    • 2012
  • At-rest lateral stress coefficient that is used for the evaluation of geotechnical structures such as foundations and retaining walls plays a significant role in the analysis and design, as a state variable of in-situ stress condition. In the widely applied Jaky's Ko equation stress condition can be inferred from the internal friction angle obtainable from the laboratory experimentation whereas the eguation mares it challenging to evaluate the influences and criteria of particle characteristics which is essential for the application of friction angles in practices. Thus, this study experimentally explored the behaviors of Ko depending on the relative density, particle shape, and surface roughness effect during a range of loading stages. The Ko values of Jumumjin sand, glass beads, and etched glass beads were measured using a customized Ko device housing strain gauges during loading-unloading-reloading steps, and the effect of dominant factors on Ko is analyzed. Results show that the high Ko prevails for both round and angular specimens with low relative density and the surface roughness has a nominal effect. The angular particles exhibit low Ko for specimens with similar relative density. The characteristics of relevance between Ko and friction angles with varying relative density are also investigated based on the experimental results using empirical correlations and previously reported values.

Comparative Analysis of KoMCI 2004 and KCI 2004 Impact Factors (KoMCI(Korean Medical Citation Index)와 KCI(Korea Citation Index)의 2004년도 영향력지표값 비교분석)

  • Sun, Huh;Lee, Choon-Shil
    • Journal of Information Management
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    • v.36 no.3
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    • pp.183-193
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    • 2005
  • Korean Academy of Medical Sciences began developing Korean Medical Citaton Index(KoMCI) database in 2002, and has announced the impact factors of Korean medical journals published since 2000. In July 2005, Korea Research Foundation also announced the KCI impact factor of journals covering all subject areas for the 2003 and 2004. We compared the impact factor(IF), impact factor excluding self-citation(ZIF), and self-citation impact factor(SIF) of KoMCI 2004 and KCI 2004 in order to disclose why there is such a great difference in the values of impact factors between two databases. Out of 72 medical journals in both database, 59 journals were compared after excluding the missing data in KCI. Mean IF of KoMCI 2004 was 0.2 and that of KCI 2004 was 0.03(p=0.0000). Mean ZIF of KoMCI was 0.06 and that of KCI was 0.01(p=0.000). Mean SIF of KoMCI was 0.139 and that of KCI was 0.02(p=0.0000). We presumed that the major difference in the impact factor values was originated from the fact that KCI does not control the authority of journal names cited in the references. We strongly recommend that it is necessary to control the authority especially if Korea Research Foundation wants to ensure the validity and reliability of KCI data in the evaluation of korean journals.

Behaviour of Dry Sand under $K_o$-Loading / Unloading Conditions(II) : Hysteretic Test ($K_o$-재하/제하에 의한 건조모래의 거동(II): 다주기 시험)

  • 정성교;정진교
    • Geotechnical Engineering
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    • v.11 no.1
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    • pp.23-40
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    • 1995
  • In order to investigate the characteristics of the lateral earth pressure at rest under hysteretic Ko -loading l unloading conditions. Seven types of multicyclic models have been studied experimentally using dry sand. For this study a new type of Ko -oedometer appal attn is developed, and horizontal pressure is accurately measured. The multi cyclic models consist of largely 3 cases : (i) Ko-test under the same loading/unloading condition, (ii) multi-cyclic loading /unloading Ko -test exceeding the maximum prevertical stress, and (iii) multi-cyclic loading l unloading Ko -test within the mazimium prevertical stress. As a result, the multi -cyclic model showed that single-cyclic model could be extended as well, in which the exponents for unloading condition(a and a') and the reloading coefficients(m, and m*) were mainily dependent upon type of stress model, number of cycles and relati ve density.

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The Implicational Meaning and Prosody of Conjunctive Marker '-ko' in Korean (한국어 대등적 연결어미 '-고'의 함축 의미와 운율)

  • Kim, Mi-Ran
    • Speech Sciences
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    • v.8 no.4
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    • pp.289-305
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    • 2001
  • The conjunctive marker '-ko' in Korean can be interpreted as meaning either conjunctive 'and' or ordering 'and then'. The interpretation of '-ko' is ambiguous in written texts but not in spoken texts. It is because the meaning of the utterance is determined by the combination of the text with its prosody. The two meanings of ' -ko' can be explained by the theory of implicature, which was introduced by Grice (1973, 1981). This paper examines the meaning of the marker '-ko' with respect to the relation between its meaning and prosody. The results of the experiments in this paper showed that the prosodic phrasing in Korean influences the interpretation of the marker '-ko'. When two constituents combined by '-ko' are realized in the same accentual phrase, the marker can be interpreted as meaning 'exactly be orderly'. This meaning can be classified as the Particularlized Conversational Implicature (PCl) in Gricean theory. In the other cases of phrasing, the marker '-ko' can mean either 'conjunctive' or 'be orderly' by the Generalized Conversational Implicature (GCI). The fact that phrasing determines the interpretations of the marker '-ko' can be seen as supporting the view that prosody interacts with various levels of linguistic phenomena from phonology to pragmatics.

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Examination of the Applicability of TOC to Korean Trophic State Index (TSIKO) (한국형 부영양화지수(TSIKO)의 인자로서 TOC의 적용성 검토)

  • Kim, Bomchul;Kong, Dongsoo
    • Journal of Korean Society on Water Environment
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    • v.35 no.3
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    • pp.271-277
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    • 2019
  • Korean Trophic State Index ($TSI_{KO}$) was developed in 2006, and was composed of COD ($COD_{Mn}$ based on permanganate method), Chlorophyll a (Chl.a) and total phosphorus (TP). However, $COD_{Mn}$ usually represents only 50-60% of total organic matter in stream or lake water due to low oxidizing power of permanganate. This study investigated the relationship between TOC and $COD_{Mn}$ based on the average data for the whole layer in 81 lakes in Korea, during the period 2013-2017. As a result, $COD_{Mn}$ was found to be 1.54 times more than TOC in 66 of the freshwater lakes and 3 brackish lakes (TOC measured using thermo-oxidation method). TOC was about a quarter of $COD_{Mn}$ in 8 coastal lakes (TOC measured using UV-persulfate oxidation method), and it appeared to be underestimated due to chloride interference. Using the data of 69 lakes with exception of 12 brackish lakes, $TSI_{KO}$(TOC) was developed based on the correlation between TOC and $COD_{Mn}$, while $TSI_{KO}$(COD) was replaced with $TSI_{KO}$(TOC). However, for trophic state assessment of brackish lakes, the $TSI_{KO}$(TOC) can only be utilized in case that TOC is measured through thermo-oxidation method. The determination coefficient of $TSI_{KO}$(Chl) to $TSI_{KO}$(COD) in 66 freshwater lakes and 3 brackish lakes was 0.83, while that to $TSI_{KO}$(TOC) was 0.68. This difference could be attributed to the recalcitrant organic part of TOC.