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Hi there ๐Ÿ‘‹

  • I'm currentrly working on Department of Image Science and Arts, Chung-Ang University Intelligent Information Processing Lab. (IIPL)
  • I'm currently learning Natural Language Processing
  • My interest is Neural Machine Translation, Language Modeling and Text Augmentation.
  • Ask me about [email protected] or [email protected] or [email protected]

Publications

  • Kyohoon Jin, Junho Lee, Juhwan Choi, Sangming Song and Youngbin Kim "Enhancing Effectiveness and Robustness in a Low-Resource Regime via Decision-Boundary-aware Data Augmentation", The 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (COLING) [Link]
  • Juhwan Choi, Kyohoon Jin, Junho Lee, Sangming Song and Youngbin Kim "AutoAugment Is What You Need: Enhancing Rule-based Augmentation Methods in Low-resource Regimes", 2024 European Chapter of the Association for Computational Linguistics (EACL) Student Research Workshop [Link]
  • Juhwan Choi, Eunju Lee, Kyohoon Jin and Youngbin Kim "GPTs Are Multilingual Annotators for Sequence Generation Tasks", 2024 European Chapter of the Association for Computational Linguistics (EACL) Findings [Link]
  • Yeonghwa Kim, Jooweon Choi, Jungmin Yun, Kyohoon Jin and Youngbin Kim "Time-Enhanced Recommendations: Capturing Dynamic User Preferences through Time-aware Reviews", 2023 International Conference On Consumer Electronics Asia (ICCE-Asia) [Link]
  • Kyeongpil Kang, Kyohoon Jin, Sujin Jang, Jaegul Choo and Youngbin Kim "See, Caption, Cluster:Large-Scale Image Analysis using Captioning and Topic Modeling", 2023 Expert Systems with Applications (ESWA) [Link]
  • Kyohoon Jin, Kyungsu Kang, Baekkyun Shin, Junehyoung Kwon, Soojin Jang, Youngnin Kim and Hanguk Ryu "Development of Robust Detector Using The Weather Deep Generative Model For Outdoor Monitoring System", 2023 Expert Systems with Applications (ESWA) [Link]
  • Juhwan Choi, Kyohoon Jin, Junho Lee, Sangmin Song and Youngbin Kim "SoftEDA: Rethinking Rule-Based Data Augmentation with Soft Labels" 2023 International Conference on Learning Representations (ICLR) Tinypaper [Link]
  • Soojin Jang, Junehyoung Kwon, Kyohoon Jin and Youngbin Kim "Weakly Supervised Semantic Segmentation via Graph Recalibration with Scaling Weight Unit" 2023 Engineering Applications of Artificial Intelligence (EAAI) [Link]
  • Jungmin Yun, Sangmin Song, Kyohoon Jin and Youngbin Kim "TopAttn: Focusing on Core Tokens With Token Pruned Self-Attention", 2023 International Conference on Electronics, Information, and Communication (ICEIC) [Code]
  • Sangmin Song, Jungmin Yun, Kyohoon Jin and Youngbin Kim "A Fair Comparison of PLM Based Mathematical Approach for Solving Math Word Problems", 2023 International Conference on Electronics, Information, and Communication (ICEIC)
  • JunHyeok An, SooJin Jang, JuneHyoung Kwon, KyoHoon Jin and Youngbin Kim "Saliency Guided Data Augmentation Strategy for Maximally Utilizing an Objectโ€™s Visual Information", 2022 PLOS ONE [Link]
  • Kyohoon Jin, Junho Lee, Juhwan Choi, Soojin Jang and Youngbin Kim "Generative Data Augmentation via Wasserstein Autoencoder for Text Classification", 2022 International Conference on ICT Convergence (ICTC) [Link] [Code]
  • Jaewon Kim, Kyohoon Jin, Soojin Jang, Shinjin Kang and Youngnin Kim "Game Effect Sprite Generation with Minimal Data via Conditional GAN", 2022 Expert Systems with Applications (ESWA) [Link]
  • Kyungsu Kang, Youngwoon Cho, Kyohoon Jin, Youngnin Kim and Hanguk Ryu "Application of one-stage instance segmentation with weather conditions in surveillance cameras at construction sites", 2021 Automation in Construction [Link]
  • Kyohoon Jin, Jeonga Wi, Eunju Lee, Shinjin Kang, Sookyun Kim and Youngbin Kim "TrafficBERT: Pre-trained Model with Large-scale Data for Long-range Traffic Flow Forecasting", 2021 Expert Systems with Applications (ESWA) [Link]
  • Kyeongpil Kang, Kyohoon Jin, Soyoung Yang, Sujin Jang, Jaegul Choo and Youngbin Kim "Restoring and Mining the Records of the Joseon Dynasty via Neural Language Modeling and Machine Translation", 2021 Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL) [Link] [Code]
  • Jongbin Won, Jongwoong Park, Soojin Jang, Kyohoon Jin and Youngbin Kim, "Automated Structural Damage Identification Using Data Normalization and 1-Dimensional Convolutional Neural Network", 2021 Applied Sciences [Link]
  • Kyohoon Jin, Jeonga Wi, Kyeongpil Kang and Youngbin Kim, "Korean Historical Documents Analysis with Improved Dynamic Word Embedding", 2020 Applied Sciences [Link]
  • Yuchul Shin, Jaewon Kim, Kyohoon Jin and Youngbin Kim, "Playtesting in Match 3 Game Using Strategic Plays via Reinforcement Learning", 2020 IEEE Access [Link]
  • Soojin Jang, Kyohoon Jin, Junhyeok An and Youngbin Kim, "Regional Patch-Based Feature Interpolation Method for Effective Regularization", 2020 IEEE Access [Link] [Code]

Domestic Publications

  • Kyohoon Jin, Junho Lee, Juhwan Choi, Sangmin Song, Soojin Jang and Youngbin Kim "ํ…์ŠคํŠธ ๋ถ„๋ฅ˜๋ฅผ ์œ„ํ•œ Wasserstein Autoencoder๋ฅผ ํ™œ์šฉํ•œ ์ƒ์„ฑ์  ๋ฐ์ดํ„ฐ ์ฆ๊ฐ• (Generative Data Augmentation for Text Classification using Wasserstein Autoencoder)", KICS Winter Conference 2024" [Link]
  • Yeonghwa Kim, Jooweon Choi, Jungmin Yun, Kyohoon Jin and Youngbin Kim "์‹œ๊ฐ„์  ํ…์ŠคํŠธ: ์‹œ๊ฐ„ ์ธ์ง€ ๋ฆฌ๋ทฐ๋ฅผ ํ™œ์šฉํ•œ ์ถ”์ฒœ ์‹œ์Šคํ…œ (Time-Enhanced Recommendations: Capturing Dynamic User Preferences through Time-aware Reviews)", 2023 Summer Annual Conference of IEIE [Link]
  • Juhwan Choi, Kyohoon Jin, Junho Lee, Sangmin Song and Youngbin Kim "์†Œํ”„ํŠธ ๋ผ๋ฒจ์„ ์ ์šฉํ•œ ๊ทœ์น™ ๊ธฐ๋ฐ˜ ํ…์ŠคํŠธ ๋ฐ์ดํ„ฐ ์ฆ๊ฐ• ๊ธฐ๋ฒ• (Applying Soft Label to Rule-based Text Data Augmentation Methods)", 2023 Summer Annual Conference of IEIE
  • Seunguk Yu, Juhwan Choi, Heejae Suh, Kyohoon Jin and Youngbin Kim "KITE: ํ•œ๊ตญ์–ด ๊ณ ์˜ ์˜คํƒˆ์ž๋ฅผ ํ™œ์šฉํ•œ ํ…์ŠคํŠธ ๋ฐ์ดํ„ฐ ์ฆ๊ฐ• ๋ฐฉ๋ฒ•๋ก  (KITE: Text Data Augmentation Methods using Korean Intentional Typographical Errors)", Proceedings of HCI Korea 2023
  • Junho Lee, Sangmin Song, Juhwan Choi, Juhyoung Park, Kyohoon Jin, Youngbin Kim "๋‚ฏ์„  ๋ฐ์ดํ„ฐ๋ฅผ ํ™œ์šฉํ•œ ๊ณผ์ž‰์‹ ๋ขฐ ์™„ํ™” ํ…์ŠคํŠธ ์ฆ๊ฐ• ๊ธฐ๋ฒ• (Text Augmentation to Mitigate Overconfidence through Unfamiliar Data)", Proceedings of HCI Korea 2023
  • Yuchul Shin, Kyohoon Jin, Juhwan Choi, Junho Lee, Soojin Jang and Youngbin Kim "Semantic Preservation and Natural Language Data Augmentation via Variational Autoencoder", 2022 TechART [Link]
  • Kyohoon Jin, Jungmin Yun, Jaehoon Park, Sangmin Song, Soojin Jang and Youngbin Kim "ํ•œ๊ตญ ๊ณ ๋ฌธ์„œ ๋ถ„์„์„ ์œ„ํ•œ ์‹œ๊ฐ„ ์ •๋ณด๊ฐ€ ๋ฐ˜์˜๋œ ๋™์  ์›Œ๋“œ ์ž„๋ฒ ๋”ฉ ๊ธฐ๋ฒ• (Korean Historical Documents Analysis with Improved Dynamic Word Embedding), 2022 Summer Annual Conference of IEIE" [Link]
  • JuHwan Choi, JunHo Lee, KyoHoon Jin, YeHoon Jang and YoungBin Kim "Variational Autoencoder๋ฅผ ํ™œ์šฉํ•œ ์˜๋ฏธ ๋ณด์กด ์ž์—ฐ์–ด ๋ฐ์ดํ„ฐ ์ฆ๊ฐ• ๊ธฐ๋ฒ• (Semantic Preservation Natural Language Data Augmentation via Variational Autoencoder), 2022 Summer Annual Conference of IEIE" [Link] [Code]
  • JungMin Yun, EunJu Lee, KyoHoon Jin, SooJin Jang, Bilan Gao and YoungBin Kim "Core-token Attention: ํ† ํฐ ํ”„๋ฃจ๋‹ ๊ธฐ๋ฐ˜ ์…€ํ”„ ์–ดํ…์…˜ ๊ฒฝ๋Ÿ‰ํ™” ๋ฉ”์ปค๋‹ˆ์ฆ˜ (Core-token Attention: Token Pruning-based Lightweight Self-Attention Mechanism), 2022 Summer Annual Conference of IEIE" [Link] [Code]
  • JooWeon Choi, SooJin Jang, KyoHoon Jin, YeHoon Jang, ShiYong Yoo and YoungBin Kim "ํ•˜์ด๋ธŒ๋ฆฌ๋“œ ์ •๋ณด ํ˜ผํ•ฉ ๋ชจ๋“ˆ ๊ธฐ๋ฐ˜ ์ฃผ๊ฐ€ ๋“ฑ๋ฝ ์˜ˆ์ธก (Hybrid Information Mixing Module For Stock Movement Prediction), 2022 Summer Annual Conference of IEIE"" [Link]
  • SangMin Song, KyoHoon Jin, SuJin Cho, EunJue Lee and YoungBin Kim "์ˆ˜ํ•™ ๋ฌธ์žฅ์ œ ํ•ด๊ฒฐ์„ ์œ„ํ•œ PLM๊ธฐ๋ฐ˜ ์ˆ˜๋ฆฌ์  ์ถ”๋ก ์˜ ํ•„์š”์„ฑ์— ๋Œ€ํ•œ ์„ฑ๋Šฅ ๋น„๊ต (Performance Comparison on the Necessity of PLM-Based Mathematical Approach to Solving Math Word Problem), 2022 Korea Computer Congress (KCC)"" [Link]
  • InHo Lee, DongHwan Ahn, KyoHoon Jin, HongKee Sul, YoungBin Kim and ShiYong Yoo "๋ฐฐ๋‹น ๊ณต์ •๊ณต์‹œ์™€ ๋‰ด์Šค ๊ณต๊ฐœ์— ๋”ฐ๋ฅธ ์ฃผ์‹์‹œ์žฅ์˜ ์‹ค์‹œ๊ฐ„ ๋ฐ˜์‘ ์—ฐ๊ตฌ (A study on the Real-time Response of the Stock Market to Dividend Policy Disclosure and News Release), 2022 Korean Journal of Business Administration"" [Link]
  • Yeonoh Kang, Kyohoon Jin, Kyeongpil Kang and Youngbin Kim "ํ•œ๊ตญ์–ด ์•…์„ฑ ๋Œ“๊ธ€ ํƒ์ง€ ์‹œ์Šคํ…œ ์„ฑ๋Šฅ ํ–ฅ์ƒ์„ ์œ„ํ•œ HLI-BERT ๋ชจ๋ธ ์ œ์•ˆ (HLI-BERT for Korean toxic Comment Classification)", 2021 Korea Computer Congress (KCC) [Link]
  • Junho Lee, Kyohoon Jin and Youngbin Kim "๊ณ ์œ ๋ช…์‚ฌ๋ฅผ ํ™œ์šฉํ•œ Seed Lexicon ์„ ์ •๋ฐฉ์‹์˜ ํšจ์œจ์ ์ธ ๋‹ค๊ตญ์–ด ์ž„๋ฒ ๋”ฉ (Efficient Multilingual Embedding via Seed Lexicon Selection Method)", 2021 Korea Computer Congress (KCC) [Link]
  • Suji Jang, KyoHoon Jin, EunJu Lee and YoungBin Kim "ํ•œ๊ตญ์–ด ์•…์„ฑ ๋Œ“๊ธ€ ํƒ์ง€ ์„ฑ๋Šฅ ํ–ฅ์ƒ์„ ์œ„ํ•œ ๋‚ฎ์€ ์œ ์‚ฌ๋„ ๊ธฐ๋ฐ˜ Mixup ๋ฐ์ดํ„ฐ ์ฆ๊ฐ• ๋ฐฉ๋ฒ• (Low Similarity-based Mixup Data Augmentation for Korean Hate Speech Detection)", 2021 Korea Computer Congress (KCC) [Link]
  • JunHyeok An, KyoHoon Jin, JeongA Wi, ShinYoung Kim and YoungBin Kim "์„ธ๋กœ ํ•ฉ์„ฑ๊ณฑ๊ณผ ์‹œํ€€์Šค ์ •๋ณด๋ฅผ ํ™œ์šฉํ•œ ํ•œ๊ตญ ๊ณ ๋ฌธ์„œ ๋ฌธ์ž ์ธ์‹ (Characters recognition of korean historical documents using vertical convolution and sequence representation)", 2020 Korea Computer Congress (KCC) [Link]
  • SooJin Jang, KyoHoon Jin, KyeongPil Kang and YoungBin Kim "์‹ ๊ฒฝ๋ง๊ณผ ๋น„์Œ์ˆ˜ ํ–‰๋ ฌ ๋ถ„ํ•ด ๊ธฐ๋ฐ˜ ๋Œ€๊ทœ๋ชจ ์ด๋ฏธ์ง€ ๋ฐ์ดํ„ฐ์…‹ ๊ตฐ์ง‘ํ™” ๊ธฐ๋ฒ• (Large-scale Image Dataset Clustering via Non-negative Matrix Factorization and Neural Network)", 2019 Korea Signal Processing Conference (KSPC) [Link]
  • YunSung Cho, KyeongPil Kang, KyoHoon Jin and YoungBin Kim "ํ…์ŠคํŠธ ๋งˆ์ด๋‹์„ ํ™œ์šฉํ•œ ์กฐ์„  ์™•์œ„ ๊ต์ฒด ์ „ํ›„ ์‹œ๋Œ€ ์ƒํ™ฉ ๋ถ„์„ (Historical Background Analysis of Royal Translation in Joseon Dynasty via Text Mining)", 2019 Korea Computer Congress (KCC) [Link]
  • KyoHoon Jin, KyeongPil Kang, YunSung Cho and YoungBin Kim "ํ†ต๊ณ„์  ๊ตฌ๋ฌธ๋ถ„์„๊ณผ Attention๊ธฐ๋ฐ˜ ์‹ฌ์ธต ์‹ ๊ฒฝ๋ง์„ ํ†ตํ•œ ์กฐ์„ ์™•์กฐ์‹ค๋ก ๊ธฐ๊ณ„๋ฒˆ์—ญ (Machine Translation of the Annals of the Joseon Dynasty via the Statistical Parsing and Attention-based Deep Neural Network)", 2019 Korea Computer Congress (KCC) [Link]

Projects

  • Korean Historical Document Translation and Analysis [News]
    • Sponsor: BrainKorea21(BK21); Cross Functional Team (CFT) Project
    • Performance: 2 Publications and 2 Domestic Publications
    • Date: Mar. 2019 to Feb. 2021
    • Role: Transformer๊ธฐ๋ฐ˜์˜ Multi-task learning์„ ํ™œ์šฉํ•œ ์‹ ๊ฒฝ๋ง ๊ธฐ๊ณ„ ๋ฒˆ์—ญ ๋ชจ๋ธ ๊ฐœ๋ฐœ ๋ฐ ๊ณ ๋„ํ™”
  • ์ธ๊ณต์ง€๋Šฅ์„ ํ™œ์šฉํ•œ ๋‹ค๋ฌธํ™”๊ฐ€์ • ์–ธ์–ด๊ต์œก [Code]
    • Sponsor: BrainKorea21(BK21); Cross Functional Team (CFT) Project
    • Date: Jul. 2019 to Feb. 2020
    • Role: ์–ด๋ฆฐ์ด๋“ค์˜ ์–ธ์–ด ์ˆ˜์ค€ ํŒŒ์•… ์•Œ๊ณ ๋ฆฌ์ฆ˜ ๊ฐœ๋ฐœ ๋ฐ ์–ธ์–ด ๊ต์œก ๋‚ด์šฉ ์‹œ๊ฐํ™”
  • ๊ฑด์„ค์ž‘์—…์žฅ ์•ˆ์ „ ๋ฐฉํ•ด๋ฌผ ๊ฒ€์ถœ ์‹œ์Šคํ…œ
    • Sponsor: National Research Foundation of Korea (NRF) and National IT Industry Promotion Agency (NIPA); ์ผ๋ฐ˜๊ณต๋™ ์—ฐ๊ตฌ์ง€์›์‚ฌ์—…
    • Performance: 2 Publications (Under Review)
    • Date: Mar. 2019 to Feb. 2021
    • Role: YOLACT๋ฅผ ํ™œ์šฉํ•œ ๊ฑด์„คํ˜„์žฅ Semantic Segmentation ๋ฐ CycleGAN์„ ํ™œ์šฉํ•œ Data Augmentation
  • ์ฃผํ–‰ ํ™˜๊ฒฝ ์ •์  ๊ฐ์ฒด ์ธ์ง€ AI ๋ฐ์ดํ„ฐ
    • Sponsor: National Information Society Agency (NIA); ์ธ๊ณต์ง€๋Šฅ ํ•™์Šต์šฉ ๋ฐ์ดํ„ฐ ๊ตฌ์ถ• ์‚ฌ์—…
    • Performance: 1 Domestic Publications
    • Date: Sep. 2020 to Dec. 2020
    • Role: CycleGAN์„ ํ™œ์šฉํ•œ Data Augmentation
  • ์ „์‹œ ๊ด€๋žŒ๊ฐ ์˜ˆ์ธก ํ”Œ๋žซํผ [Link]
    • Sponsor: Seoul Business Agency (SBA); ์„œ์šธ์‹œ ์‚ฐํ•™์—ฐ ํ˜‘๋ ฅ์‚ฌ์—… ํ…Œ์ŠคํŠธ๋ฒ ๋“œ; ์‹ค์ฆ์ง€์› ์‚ฌ์—…
    • Date: Dec. 2020 to Feb. 2022
    • Role: Natural Language Process ์ด๊ด„ (Image Captioning ์•Œ๊ณ ๋ฆฌ์ฆ˜ ๊ฐœ๋ฐœ ๋ฐ ๊ฒ€์ฆ, Topic Modeling ์•Œ๊ณ ๋ฆฌ์ฆ˜ ๊ฐœ๋ฐœ ๋ฐ ๊ฒ€์ฆ)
  • ์ž‘์—…ํ˜„์žฅ ์•ˆ์ „ ๋ฐ์ดํ„ฐ ์‚ฌ์—…
    • Sponsor: Ministry of Science and ICT and National Information Society Agency (NIA); AIํ•™์Šต์šฉ ๋ฐ์ดํ„ฐ ๊ตฌ์ถ• ์‚ฌ์—…
    • Date: May. 2021 to Feb. 2022
    • Role: GNN์„ ํ™œ์šฉํ•œ Scene Graph์ƒ์„ฑ
  • ์ง€๋Šฅํ˜• ์‚ฌ๋ฌผ ์—๋„ˆ์ง€ (iEoT) ๋ฐ˜๋„์ฒด ์‹œ์Šคํ…œ ์œตํ•ฉ ๋‹ค๋นˆ์น˜ํ˜• ์ธ๋ ฅ์–‘์„ฑ [Link]
    • Sponsor: Ministry of Science and ICT; ๊ณผํ•™๊ธฐ์ˆ ์ •๋ณดํ†ต์‹ ๋ถ€; ์‹œ์Šคํ…œ๋ฐ˜๋„์ฒด ์œตํ•ฉ์ „๋ฌธ์ธ๋ ฅ ์œก์„ฑ์‚ฌ์—…
    • Date: Sep. 2021 to Current
    • Role: ๋ฐ˜๋„์ฒด ๊ด€๋ จ ์ˆ˜์—… ์ˆ˜๊ฐ•
  • ๊ด‘ํ•™ ์œ„์„ฑ ์˜์ƒ Labeling Dataset ๊ตฌ์ถ•
    • Sponsor: Korea Aerospace Research Institute (KARI); ํ•ญ๊ณต์šฐ์ฃผ์—ฐ๊ตฌ์›; ์—ฐ๊ตฌ์šฉ์—ญ์‚ฌ์—…
    • Date: Sep. 2021 to Nov. 2021
    • Role: Semantic Segmentation Labeling ์ง„ํ–‰
  • ์†Œํ†ต์•ฝ์ž์˜ ์†Œํ†ต๋Šฅ๋ ฅ ๋ฐ ์‚ฌํšŒ์„ฑ ์ฆ์ง„์„ ์œ„ํ•œ ์Œ์•…ํ™œ๋™ ๊ธฐ๋ฐ˜์˜ ๊ธฐ๋Šฅ์„ฑ ์ฝ˜ํ…์ธ  ํ”Œ๋žซํผ ๊ฐœ๋ฐœ [Link]
    • Sponser: Ministry of Culture, Sports and Tourism; ๋ฌธํ™”์ฒด์œก๊ด€๊ด‘๋ถ€; ๋””์ง€ํ„ธ์น˜๋ฃŒ๊ต์œก ํ”Œ๋žซํผ ๊ฐœ๋ฐœ ์—ฐ๊ตฌ ์‚ฌ์—…
    • Date: Mar. 2022 to Dec. 2023
    • Role: ๋ฐ์ดํ„ฐ ์ „์ฒ˜๋ฆฌ ๋ฐ ๋ชจ๋ธ ์ฝ”๋“œ ๊ด€๋ จ ์ž๋ฌธ ์ง„ํ–‰
  • ์‹ค์ฆ ๊ณตํ•ญํ™˜๊ฒฝ ๋‹จ์ผ ์นด๋ฉ”๋ผ ์˜์ƒ์— ๊ฐ•์ธํ•œ ์‚ฌ๋žŒ ์‹๋ณ„ ๋ฐ ์ถ”์  ํ•ต์‹ฌ ๊ธฐ์ˆ  ๊ฐœ๋ฐœ
    • Sponsor: Ministry of Science and ICT; ๊ณผํ•™๊ธฐ์ˆ ์ •๋ณดํ†ต์‹ ๋ถ€; ๊ด€์„ธํ–‰์ • ํ˜„์žฅ ๋งž์ถคํ˜• ๊ธฐ์ˆ ๊ฐœ๋ฐœ ์‚ฌ์—…
    • Date: Apr. 2022 to Dec. 2023
    • Role: ๋ฐ์ดํ„ฐ ์ „์ฒ˜๋ฆฌ ๋ฐ ๋ชจ๋ธ ์ฝ”๋“œ ๊ด€๋ จ ์ž๋ฌธ ์ง„ํ–‰
  • Neural Journalism: ๋น…๋ฐ์ดํ„ฐ์™€ ๋”ฅ๋Ÿฌ๋‹ ๊ธฐ๋ฐ˜ ์ฐจ์„ธ๋Œ€ ์ €๋„๋ฆฌ์ฆ˜ ์—ฐ๊ตฌ
    • Sponsor: Ministry of Science and ICT; ๊ณผํ•™๊ธฐ์ˆ ์ •๋ณดํ†ต์‹ ๋ถ€; ์šฐ์ˆ˜์‹ ์ง„์—ฐ๊ตฌ
    • Date: Mar. 2022 to Current
    • Role: ๊ฐœ์ธํ™”๋œ ๋‰ด์Šค ์š”์•ฝ ์•Œ๊ณ ๋ฆฌ์ฆ˜ ๊ฐœ๋ฐœ

Prize

  • [์ด์žฅ์ƒ] Best Paper Award, 2023 ํ•œ๊ตญ ์ „์ž ๊ณตํ•™ํšŒ, "ํ•œ๊ตญ์–ด ์ž์†Œ ํŠนํ™” ํ† ํฐํ™” ๋ฐ ํ‰๊ฐ€ ์ง€ํ‘œ๋ฅผ ํ†ตํ•œ ๋ณตํ•ฉ๋œ ํ˜•ํƒœ์˜ ํ•œ๊ตญ์–ด ๋ฌธ๋ฒ• ์˜ค๋ฅ˜ ์ˆ˜์ • (Korean Grammatical Error Correction for Complex Error Types with Tokenizing & Metrics Specialized in Korean Phonemes)"
  • [์ด์žฅ์ƒ] Best Paper Award, 2022 ํ•œ๊ตญ ์ „์ž ๊ณตํ•™ํšŒ, "Core-token Attention: ํ† ํฐ ํ”„๋ฃจ๋‹ ๊ธฐ๋ฐ˜ ์…€ํ”„ ์–ดํ…์…˜ ๊ฒฝ๋Ÿ‰ํ™” ๋ฉ”์ปค๋‹ˆ์ฆ˜ (Core-token Attention: Token Pruning-based Lightweight Self-Attention Mechanism)"
  • [์šฐ์ˆ˜์ƒ] Best Paper Award, 2021 ํ•œ๊ตญ ์ •๋ณด ๊ณผํ•™ํšŒ, "ํ•œ๊ตญ์–ด ์•…์„ฑ ๋Œ“๊ธ€ ํƒ์ง€ ์‹œ์Šคํ…œ ์„ฑ๋Šฅ ํ–ฅ์ƒ์„ ์œ„ํ•œ HLI-BERT ๋ชจ๋ธ ์ œ์•ˆ (HLI-BERT for Korean toxic Comment Classification)" [Link]
  • [์ตœ์šฐ์ˆ˜์ƒ] Best Paper Award, 2019 ํ•œ๊ตญ ์ •๋ณด ๊ณผํ•™ํšŒ, "ํ…์ŠคํŠธ ๋งˆ์ด๋‹์„ ํ™œ์šฉํ•œ ์กฐ์„  ์™•์œ„ ๊ต์ฒด ์ „ํ›„ ์‹œ๋Œ€ ์ƒํ™ฉ ๋ถ„์„ (Historical Background Analysis of Royal Translation in Joseon Dynasty via Text Mining)"
  • [์žฅ๋ ค์ƒ] 2018 ๋น…์ฝ˜ํ…Œ์ŠคํŠธ, ํ•œ๊ตญ์ •๋ณดํ™”์ง„ํฅ์›, "์œ ์ „ ์•Œ๊ณ ๋ฆฌ์ฆ˜์„ ํ™œ์šฉํ•œ ์ดํƒˆ์œ ์ € ์˜ˆ์ธก ๋ฐ ๊ฒฐ์ œ๊ณ ๊ฐ ํŒŒ์•…"
  • [ํŠน๋ณ„์ƒ] ์ œ7ํšŒ ๊ตํ†ต๋ฐ์ดํ„ฐ ๊ณต๋ชจ์ „, ๊ตญํ† ๊ตํ†ต๋ถ€, "D.P.I (Driving Pattern Identification)"
  • [ํŠน๋ณ„์ƒ] ์—˜๋ฆฌ์Šค ์—๋“€์ฒผ๋ฆฐ์ง€, ์นด์ด์ŠคํŠธ
  • [์šฐ์ˆ˜์ƒ] ์ œ1ํšŒ ์Šคํฌ์ธ ๋ฐ์ดํ„ฐ ํ™œ์šฉ ๊ฒฝ์ง„๋Œ€ํšŒ, ๊ตญ๋ฏผ์ฒด์œก์ง„ํฅ๊ณต๋‹จ & ํ•œ๊ตญํ”„๋กœ๋†๊ตฌ์—ฐ๋งน, "์‘์› ๋†๊ตฌ ํŒ€ ์ถ”์ฒœ ์‹œ์Šคํ…œ ๊ฐœ๋ฐœ ์ œ์•ˆ ์•„์ด๋””์–ด" [Link] [Interview]
  • [์šฐ์ˆ˜์ƒ] ์ œ3ํšŒ ๊ฒฝ๊ธฐ ๋น…๋ฐ์ดํ„ฐ ํ™œ์šฉ๋ถ„์„ ๊ฒฝ์ง„๋Œ€ํšŒ, ๊ฒฝ๊ธฐ์ฝ˜ํ…์ธ ์ง„ํฅ์›, "SNS์™€ ๋‚ ์”จ์ •๋ณด๋ฅผ ํ™œ์šฉํ•œ ์ž์‚ด์˜ˆ์ธก ์•Œ๊ณ ๋ฆฌ์ฆ˜ ๊ฐœ๋ฐœ"
  • [์žฅ๋ ค์ƒ] ์ œ3ํšŒ ๊ฒฝ๊ธฐ ๋น…๋ฐ์ดํ„ฐ ์•„์ด๋””์–ด ๊ณต๋ชจ์ „, ๊ฒฝ๊ธฐ์ฝ˜ํ…์ธ ์ง„ํฅ์›, "๊ณต๊ณต๊ธฐ๊ด€์˜ API๋ฅผ ํ™œ์šฉํ•œ ๊ตํ†ตํ˜ผ์žก๋ฅ  ์˜ˆ์ธก ์‹œ์Šคํ…œ" [Link]

Competitions

  • "๋ชจ์…˜ ํ‚คํฌ์ธํŠธ ๊ฒ€์ถœ AI ๊ฒฝ์ง„๋Œ€ํšŒ" (Dacon) 21th/156team (Top 14%) [Link]
  • "์ œ2ํšŒ ์ปดํ“จํ„ฐ ๋น„์ „ ํ•™์Šต ๊ฒฝ์ง„๋Œ€ํšŒ" (Dacon) 8th/215team (Top 4%) [Link]
  • "2020 ์ธ๊ณต์ง€๋Šฅ ์˜จ๋ผ์ธ ๊ฒฝ์ง„๋Œ€ํšŒ" (AI Hub) Task 7; Object Detection 3rd/400team | Total 43th/400team
  • "AI์•ผ, ์ง„์งœ ๋‰ด์Šค๋ฅผ ์ฐพ์•„์ค˜!" (Dacon) 53th/192team (Top 28%) [Link]

IIPL Information

Skills

  • Python Python (3.8.6)
  • PyTorch PyTorch (1.10.0)
  • Pandas Pandas (1.2.4)
  • NumPy NumPy (1.20)
  • Unity Unity (2019.1.14)

Kyo-hoon's Projects

korean_historical_documents icon korean_historical_documents

Korean historical documents analysis (Dynamic word embedding & Named entity recognition & Neural machine translation)

nlp_aug_ner icon nlp_aug_ner

Text data augmentation using NER to protect personal information.

project_c icon project_c

IIPL Kyohoon Jin Project C (Counterfactual)

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