• 제목/요약/키워드: End-to-end SRL

검색결과 5건 처리시간 0.018초

Stacked Bidirectional LSTM-CRFs를 이용한 한국어 의미역 결정 (Korean Semantic Role Labeling using Stacked Bidirectional LSTM-CRFs)

  • 배장성;이창기
    • 정보과학회 논문지
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    • 제44권1호
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    • pp.36-43
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    • 2017
  • 의미역 결정 연구에 있어 구문 분석 정보는 술어-논항 사이의 의존 관계를 포함하고 있기 때문에 의미역 결정 성능 향상에 큰 도움이 된다. 그러나 의미역 결정 이전에 구문 분석을 수행해야 하는 비용(overhead)이 발생하게 되고, 구문 분석 단계에서 발생하는 오류를 그대로 답습하는 단점이 있다. 이러한 문제점을 해결하기 위해 본 논문에서는 구문 분석 정보를 제외한 형태소 분석 정보만을 사용하는 End-to-end SRL 방식의 한국어 의미역 결정 시스템을 제안하고, 순차 데이터 모델링에 적합한 LSTM RNN을 확장한 Stacked Bidirectional LSTM-CRFs 모델을 적용해 구문 분석 정보 없이 기존 연구보다 더 높은 성능을 얻을 수 있음을 보인다.

Biaffine Average Attention 모델을 이용한 의미역 결정 (Semantic Role Labeling using Biaffine Average Attention Model)

  • 남충현;장경식
    • 한국정보통신학회논문지
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    • 제26권5호
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    • pp.662-667
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    • 2022
  • 의미역 결정 작업은 서술어와 문장 내 행위자, 피행위자, 장소, 시간 등 서술어와 관련 있는 논항들을 추출하는 작업이다. 기존 의미역 결정 방법은 문장의 언어학적 특징 추출을 위한 파이프라인을 구축하는데, 파이프라인 내 각 추출 작업들의 오류가 의미역 결정 작업의 성능에 영향을 미치기 때문에 현재는 End-to-End 방법의 신경망 모델을 이용한 방법들이 제안되고 있다. 본 논문에서는 의미역 결정 작업을 위해 Biaffine Average Attention 구조를 이용한 신경망 모델을 제안한다. 제안하는 모델은 기존 연구에서 제안된 특정 시점에 대한 레이블 예측을 위해 주변 시점 정보를 이용하는 LSTM 모델 대신 문장 내 서술어와 논항의 거리에 상관없이 문장 전체 정보에 집중할 수 있는 Biaffine Average Attention 구조로 이루어져 있다. 제안하는 모델의 성능 평가를 위해 F1 점수를 이용하여 기존 연구에서 제안한 BERT 기반의 모델들과 비교하였으며, 76.21%의 성능으로 비교 모델보다 높은 성능을 보였음을 확인하였다.

Students' Self-Regulated Learning Strategies in Traditional and Non-Traditional Classroom: A Comparative Study

  • Davaanyam, Tumenbayar;Tserendorj, Navchaa
    • 한국수학교육학회지시리즈D:수학교육연구
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    • 제19권1호
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    • pp.81-88
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    • 2015
  • This study used a posttest control group design and to find out differences between students' self-regulated learning strategies in traditional and non-traditional classroom. To this end, 131 first year university students within the experimental and control groups took part in the study. While ICT-based approach was used as the main medium of instruction in the experimental group, in the control group the paper-based traditional method was used. A survey adapted from Davaanyam [Davaanyam, T. (2013). The structural relationships among Mongolian students' attitudes toward mathematics, motivational beliefs, self-regulated learning strategies, and mathematics achievement. Ph. D. Dissertation. Jeonju, Jeonbuk, Korea: Chonbuk National Unversity.] was used to gather the data. The results of the study indicated a significant difference between the control and experimental groups in regard with their self-regulated learning. That is to say, the experimental group taught through ICT tools acquired higher levels of self-regulation as compared with the control group instructed through the traditional teaching method.

Exome sequencing in a breast cancer family without BRCA mutation

  • Noh, Jae Myoung;Kim, Jihun;Cho, Dae Yeon;Choi, Doo Ho;Park, Won;Huh, Seung Jae
    • Radiation Oncology Journal
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    • 제33권2호
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    • pp.149-154
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    • 2015
  • Purpose: We performed exome sequencing in a breast cancer family without BRCA mutations. Materials and Methods: A family that three sisters have a history of breast cancer was selected for analysis. There were no family members with breast cancer in the previous generation. Genetic testing for BRCA mutation was negative, even by the multiplex ligation-dependent probe amplification method. Two sisters with breast cancer were selected as affected members, while the mother of the sisters was a non-affected member. Whole exome sequencing was performed on the HiSeq 2000 platform with paired-end reads of 101 bp in the three members. Results: We identified 19,436, 19,468, and 19,345 single-nucleotide polymorphisms (SNPs) in the coding regions. Among them, 8,759, 8,789, and 8,772 were non-synonymous SNPs, respectively. After filtering out 12,843 synonymous variations and 12,105 known variations with indels found in the dbSNP135 or 1000 Genomes Project database, we selected 73 variations in the samples from the affected sisters that did not occur in the sample from the unaffected mother. Using the Sorting Intolerant From Tolerant (SIFT), PolyPhen-2, and MutationTaster algorithms to predict amino acid substitutions, the XCR1, DLL1, TH, ACCS, SPPL3, CCNF, and SRL genes were risky among all three algorithms, while definite candidate genes could not be conclusively determined. Conclusion: Using exome sequencing, we found 7 variants for a breast cancer family without BRCA mutations. Genetic evidence of disease association should be confirmed by future studies.

Effect of Feeding Chemically Treated Mustard (Brassica campestris) Straw on Rumen Fibre Degrading Enzymes in Sheep

  • Vaithiyanathan, S.;Raghuvanshi, S.K.S.;Mishra, A.S.;Tripathi, M.K.;Misra, A.K.;Prasad, R.;Jakhmola, R.C.
    • Asian-Australasian Journal of Animal Sciences
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    • 제16권11호
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    • pp.1610-1613
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    • 2003
  • The aim of the experiment was to study the changes in the activities of various rumen fibre degrading enzymes due to the feeding of chemically treated mustard (Brassica campestris) straw in sheep. Mustard straw (MS) (<5 cm particle size) was treated either with urea (4% (w/w), or with 2% sodium hydroxide (NaOH), or with alkaline hydrogen peroxide (2% NaOH and 1.5% hydrogen peroxide ($H_2O_2$)) and/or supplemented with 2% (w/w) urea. Seven maintenance type rations were prepared using MS (70 parts) with molasses (5 parts) and concentrate (25 parts). They were untreated MS (CMS), urea treated MS (UMS), urea supplemented MS (MSUS), alkali treated MS (AMS), alkali treated and urea supplemented MS (AMS-US), alkali $H_2O_2$ treated MS (AHMS) and alkali $H_2O_2$ treated and urea supplemented MS (AHMS-US). They were then compressed into a complete feed block with the help of block making machine. Forty two male hoggets of Malpura breed sheep were equally distributed into each treatment group and (were) offered feed and water ad libitum. At the end of 21 days of feeding trial, rumen liquor was collected through stomach tube from three animals in each group at 0 h, 4 h, 8 h, 12 h of post feeding. Results showed that the level of enzyme varied from 8.52 to 11.12, 40.85 to 50.37, 3.22 to 3.78, 2.09 to 2.77 and 31.44 to 44.24 units/100 ml SRL respectively for carboxymethyl cellulase (CMCase), $\alpha$-amylase, microcrystalline cellulase (MCCase), filter paper (FP) degrading enzyme and $\alpha$-glucosidase. Processing of MS affected the enzyme activities, in a way, that NaOH and AHP treatment significantly reduced CMCase and FP degrading enzyme. The effect of urea treatment showed an increase in the activity of MCCase and $\alpha$-glucosidase. But the supplementation of urea increased the activity of CMCase, FP degrading enzyme and $\alpha$-glucosidase. The CMCase, $\alpha$-amylase, $\alpha$-glucosidase activities were highest at 4hr whereas MCCase and FP degrading enzyme had maximum activities at 12 h post feeding Results suggested that MS might need longer time in the rumen for its effective degradation.