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Hate Speech Detection in Chatbot Data Using KoELECTRA (KoELECTRA를 활용한 챗봇 데이터의 혐오 표현 탐지)

  • Shin, Mingi;Chin, Hyojin;Song, Hyeonho;Choi, Jeonghoi;Lim, Hyeonseung;Cha, Meeyoung
    • Annual Conference on Human and Language Technology
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    • 2021.10a
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    • pp.518-523
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    • 2021
  • 챗봇과 같은 대화형 에이전트 사용이 증가하면서 채팅에서의 혐오 표현 사용도 더불어 증가하고 있다. 혐오 표현을 자동으로 탐지하려는 노력은 다양하게 시도되어 왔으나, 챗봇 데이터를 대상으로 한 혐오 표현 탐지 연구는 여전히 부족한 실정이다. 이 연구는 혐오 표현을 포함한 챗봇-사용자 대화 데이터 35만 개에 한국어 말뭉치로 학습된 KoELETRA 기반 혐오 탐지 모델을 적용하여, 챗봇-사람 데이터셋에서의 혐오 표현 탐지의 성능과 한계점을 검토하였다. KoELECTRA 혐오 표현 분류 모델은 챗봇 데이터셋에 대해 가중 평균 F1-score 0.66의 성능을 보였으며, 오탈자에 대한 취약성, 맥락 미반영으로 인한 편향 강화, 가용한 데이터의 정확도 문제가 주요한 한계로 포착되었다. 이 연구에서는 실험 결과에 기반해 성능 향상을 위한 방향성을 제시한다.

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The Prevalence Study of TMD and the Associated Factors in Korean Malocclusion Patients (한국인 부정교합자의 측두하악장애(TMD) 유병율과 그 기여요인에 관한 연구)

  • Kim, Myung-Hee;Nahm, Dong-Seok
    • The korean journal of orthodontics
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    • v.27 no.4 s.63
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    • pp.523-538
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    • 1997
  • In order to investigate TMD prevalence in malocclusion patients and to study its relationship with occlusal factors, 205 malocclusion patients (M67, F138, 6Y1M-46Y8M) were examined. The following examinations were carried out, Questionnaire personal history, TMD symptoms, and the associated factors Clinical examination : TMJ sound and maximum mouth opening Orthopantomogram : condyle abnormalities, length of Co'-Inc' and Co'-Go', ratio Co'- Inc'/ Co'-Go', and depth of antegonial notch Transcranial view limitation of anterior movement of condyle Model Angle classification, overjet, overbite, midline discrepancy, missing of posterior teeth, posterior crossbite, attrition of palatal cusp of maxillary molars, crowding/spacing The results could be summarized as follows, 1. The prevalence of TMD showed that Helkimo Anamestic Inder(Ai) 0 was $46.8\%$, Ai I was $22.0\%$, Ai II was $31.2\%$ and subjective symptoms increased with aging (p<0.001) and were frequent in females (p<0.05). 2. Flattening ($4.4\%$) was the most frequent condyle abnormality on Orthopantomogram, and $8.3\%$ of subjects showed some abnormalities on Orthopantomogram. 3. The cases with neck and shoulder pain (p<0.001), clenching, lip biting (p<0.01), and headache (p<0.05) showed higher scores of Ai. 4. Angle class II showed high frequency of condylar abnormalities on Orthopantomogram, and subjects whose palatal cusp of maxillary molars had been attrided had the tendency to show high hi scores (p<0.05). The other occlusal factors had nothing to do with the symptoms of TMD. 5. In the cases that 1)the value of Co'-Inc', Co'-Go' or Co'-Inc'/Co'-Go' were low or 2)the differences of Co'-Go' or Co'-Inc'/Co'-Go' between the right and the left were large, condylar abnormalities were frequently obserbed on Orthopantomogram.

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COMPARISON OF BOND STRENGTH OF A FIBER POST CEMENTED WITH VARIOUS RESIN CEMENTS (다양한 레진시멘트로 합착한 섬유포스트의 결합강도 비교)

  • Lee, Hyun-A;Cho, Young-Gon
    • Restorative Dentistry and Endodontics
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    • v.33 no.6
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    • pp.499-506
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    • 2008
  • The purpose of this study was to compare the push-out strength of a fiber post cemented with various resin cements. Newly extracted 36 human mandibular premolars which had single root canal were selected and their crown portions were removed. The root canal was instrumented using $PROTAPER^{TM}$ system and obturated using continuous wave technique. In each root, a 9-mm deep post space was prepared. #2 translucent fiber post (DT Light post, Bisco Inc., Schaumburg, IL, U.S.A.) was cemented using injection technique with Uni-dose needle tip (Bisco) and six different resin cements. The tested resin cements were Duo-Link (Bisco Inc., Schaumburg, IL, U.S.A.), Variolink II (Ivoclar-Vivadent AG, Schann, Liechtenstein), Panavia F (Kuraray Medical Inc., Okayama, Japan), Multilink Automix (Ivoclar-Vivadent AG, Schann, Liechtenstein), RelyX Unicem (3M ESPE Dental Products, St. Paul, MN, U.S.A.), and Maxcem (Kerr Co., CA, U.S.A.). After storage in distilled water for 24 hours, each root was transversally sectioned into approximately 1-mm thick sections. This procedure resulted in 6 serial sections per root. Push-out test wasperformed using a universal testing machine (EZ Test, Shimadzu Co.) with a crosshead speed of 1 mm/min. The data were analyzed with one-way ANOVA and Tukey HSD (p=0.05). The push-out strength of the groups which cemented fiber post with Panavia F and Multilink Automix were lower than those of the other groups. But, there were no statistically significant difference among groups at a probability level of 0.05.

Studies on Whitening and UV Damage Protection Effect of the Pterin Compounds (테린계 화합물의 미백 및 자외선 손상방어 효능에 관한 연구)

  • Kim, Nam-Kyoung;Kim, Mi-Hwa;Kang, Nae-Im;Choi, Shin-Wook
    • Journal of the Society of Cosmetic Scientists of Korea
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    • v.33 no.1 s.60
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    • pp.53-60
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    • 2007
  • (6R)-5,6,7,8-tetrahydrobiopterin ($6-BH_4$) cofactor is essential for various process, and is present in probably every cell or tissue of higher organism. $6-BH_4$ is required lot various enzyme activities, and for less defined functions at the cellular level. And it is well known about the antioxidant effects as a non-protein compound. Recently, scientists proposed another roles for $6-BH_4$ in melanogenesis. $6-BH_4$ is a well known tyrosinase inhibitor. In this study, we found that methyl-$BH_4$ and $6-BH_4$ have antioxidant activities and inhibitory activity for melanin synthesis. These pterin compounds were not toxic in HaCaT and B16F10 cells and showed scavenging activity against DPPH radicals. We also showed that pterin compounds decreased protein levels of tyrosinase and TRP-1. In a clinical test, pterin compounds showed the significant skin whiteining effect after treatment for 3 weeks. Furthermore pterin compounds significantly suppressed the UVB-induced expression of $PGE_2$ and IL-6 genes induced UVB In HaCaT and inhibited UVB-induced melanogenesis in B16F10 cells. These results showed the effect of pterin compounds as a cosmeceutical ingredient.

Studies on the Antioxidative Effect of the Buckwheat (Fagopyrum esculentum Moench) Extract and its Protective Role against Cadmiun-mediated Stress (메밀의 항산화 및 카드뮴 방어 효능에 관한 연구)

  • Yoon Chang-Soon;Kim Nam-Hyoung;Jang Jae-Hyung;Sang Kyung Jin;Ko In Young;Choi Shin Wook
    • Journal of the Society of Cosmetic Scientists of Korea
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    • v.31 no.2 s.51
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    • pp.197-206
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    • 2005
  • In the present study, the Chuncheon buckwheat extracts prepared from its seed coats, seeds and stems were used to determine anti-oxidative effects, the content of rutin and phytic acid, and the protective role against cadmium at the cellular level. futhermore, it was evaluated whether the buckwheat, mainly known as a healthy food source, might be applicable to functional cosmetics. Up to $100 {\mu}g/mL$ of the extract was not toxic in HaCaT and B16F10 cell lines using MTT assay. The anti-oxidative capacity of superoxide radicals was shown in seed coats extracts > stem extracts=seed extracts. Although its content of rutin, known as one of effective anti-oxidants, mainly exists in the stem, any extract did not eliminate hydroxyl radicals. Phytic acid, known as a heavy metal-chelate agent, was highly concentrated in the stem. The Chuncheon buckwheat extract had $10\%$ protective effect against the treatment of $50{\mu}M$ cadmium at which $50\%$ of HaCaT cells survived. Confocal laser scanning microscope revealed the intracellular generation of reactive oxygen species (ROS) by cadmium treatment. Finally, we identified that the stem extract had the most protective effect on the elimination of ROS.

A study on the selection of the optimal smoke control mode in train platform through quantitative risk assessment (정량적 위험도 평가를 통한 열차 승강장 화재시 최적 제연모드 선정에 관한 연구)

  • Lee, Bo-Hoon;Hong, Seo-Hee;Baek, Doo-San;Lee, Ho-Hyung
    • Journal of Korean Tunnelling and Underground Space Association
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    • v.24 no.6
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    • pp.539-552
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    • 2022
  • In the case of train stations, due to the specificity of underground spaces with limited smoke emissions, if appropriate removal equipment is not equipped, the damage caused by fire smoke may increase in the event of a fire. As a result, the need for measures to ensure the safety of evacuation of underground stations has been highlighted, and research for safe evacuation of platform users in case of fire is continuously being conducted at home and abroad. However, although the smoke removal area is currently divided by smoke boundary walls and platform screen doors (PSD) and installed in the train platform, standards for smoke removal methods (air supply or exhaust) for each fire removal area, that is, smoke removal mode, are not presented. In this study, fire analysis and evacuation analysis were performed to estimate the number of deaths and to derive F/N guidance in order to quantitatively evaluate the fire risk according to the fire station fire, and the total risk was the lowest in the case of fire area exhaust and supply to adjacent areas.

정보검색 시스팀과 정보제공방법에 관한 비용대효과분석 (1)

  • Sa, Gong-Cheol;Kim, Yun-Bae
    • KLA journal
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    • v.14 no.2
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    • pp.17-21
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    • 1973
  • (기자 주) 이 글은 랭캐스터(Lancaster, F.W.)교수가 미국 매리랜드주 베데스다(Bethesda)dpdlTsms 웨스타트연구소(Westat Research, Inc.)에서 발표한 논문(The Cost-Effectiveness Analysis of Information System)으로서, 미국정보과학회지(Journal of American Society for Information Science) Vol. 22, No. 1(Jan-Feb 1971), p.12-27에 수록되어 있다. 랭캐스터교수는 현재 미국 일리노이 대학교 대학원에서 도서관학을 강의하고 있다.

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Performance Analysis of Gas Lubricated Flexure-Pivot Tilting Pad Journal Bearings

  • Kim, Jong-Soo;F. Zeidan
    • Proceedings of the Korean Society of Tribologists and Lubrication Engineers Conference
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    • 2001.06a
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    • pp.224-230
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    • 2001
  • A numerical analysis for the gas lubricated flexure-pivot tilting pad journal bearing has been accomplished. The film pressure are obtained by Newton-Raphson method and the dynamic coefficients are evaluated by the pad assembly method. The effects of the pivot position of the pad on the static and dynamic characteristics are presented for three pads journal bearing with LBP. The optimum pivot positions for the static performance is different from that of the dynamic performance.

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Computer Graphics / Molecular Mechanics Studies of ${\beta}$-Lactam Antibiotics. Geometry Comparison with X-Ray Crystal Structures

  • Chung, Sung-Kee;Chodosh, Daniel F.
    • Bulletin of the Korean Chemical Society
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    • v.10 no.2
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    • pp.185-190
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    • 1989
  • Geometries for a number of representative ${\beta}$ -lactam antibiotics (penams, cephems and monobactams) have been calculated by computer graphics/molecular mechanics energy minimization procedures using both MM2 and AMBER force fields. The calculated geometries have been found in reasonable agreement with the geometries reported in the X-ray crystal structures, especially in terms of the pyramidal character of the amide nitrogen in the ${\beta}$-lactam ring and the Cohen distance. Based on these calculations, it is suggested that the nitrogen atom in the monobactams may also have pyramidal geometries in the biologically active conformations.

Computer Graphics / Molecular Mechanics Studies of Quinolones Geometry Comparison with X-ray Crystal Structures

  • Chung, Sung-Kee;Daniel, F. chodosh
    • Bulletin of the Korean Chemical Society
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    • v.11 no.4
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    • pp.313-317
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    • 1990
  • Geometries for several representative quinolone carboxylate type antibacterials have been calculated by computer graphics/molecular mechanics energy minimization procedures using both MM2 and AMBER force fields. The calculated geometries were found to be in reasonable agreements with the corresponding X-ray crystal structures. It has been pointed out that notwithstanding the weaknesses associated with calculating the resonance and hydrogen bonding contributions, the employed methods are capable of generating credible ring geometries and torsional angle dispositions of N(1)-ethyl and 3-carboxylate substituents of the quinolones.