Publications
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Knowledge-Based Systems, Under Review (First Revision)
RTKD: Responsive Teacher Knowledge Distillation with Heterogenous Students
Geonyeong Son and Misuk Kim✝
ACM Computing Surveys, Under Review
Data Transformation Strategies to Remove Heterogeneity
Sangbong Yoo, Jaeyoung Lee, Chanyoung Yoon, Geonyeong Son, Hyein Hong, Seongbum Seo, Soobin Yim, Chanyoung Jung, Jungsoo Park, Misuk Kim✝ and Yun Jang
Advanced Engineering Informatics (Apr. 2026) (Impact Factor 9.9, JCR ranking 2%)
BearGen: LLM-Guided Signal Generation Framework for Bearing Fault Diagnosis
Jaeyoung Lee, Hyuna Jeon, Uiin Kim and Misuk Kim✝
WWW 2026 (Apr. 2026)
BIND: A Bidirectionally Aligned Next-token Denoising Framework for Fast and Lightweight Deobfuscation of Harmful Web Text
Jinwoo Jung and Misuk Kim✝
Knowledge-Based Systems (Feb. 2026) (Impact Factor 7.6, JCR ranking 12.5%)
A Scalable Unsupervised Framework for multi-aspect labeling of Multilingual and Multi-Domain Review Data
Jiin Park and Misuk Kim✝
INFORMS Conference on Quality, Statistics and Reliability (ICQSR, July 2025)
Generation and Validation of Multimodal Data for Bearing Diagnosis Using LLM
Jaeyoung Lee, Hyuna Jeon, Uiin Kim and Misuk Kim✝
Findings of ACL (July 2025)
Lightweight Query Checkpoint: Classifying Faulty User Queries to Mitigate Hallucinations in Large Language Model Question Answering
Minjoo Son*, Jonghak Jang* and Misuk Kim✝
Knowledge-Based Systems (June 2025) (Impact Factor 7.6, JCR ranking 12.5%)
Multi-Level Prompting: Enhancing Model Performance through Hierarchical Instruction Integration
Geonyeong Son and Misuk Kim✝
Findings of NAACL (Apr. 2025)
From Curiosity to Clarity: Exploring the Impact of Consecutive Why-Questions
Geonyeong Son, Jaeyoung Lee and Misuk Kim✝
Findings of EMNLP (Nov. 2024)
ESG-Kor: A Korean Dataset for ESG-related Information Extraction and Practical Use Cases
Jaeyoung Lee, Geonyeong Son and Misuk Kim✝
COLING (May 2024) (Oral)
Hierarchical Graph Convolutional Network Approach for Detecting Low-Quality Documents
Jaeyoung Lee, Joonwon Jang and Misuk Kim✝
Expert Systems with Applications (Sep. 2024) (Impact Factor 7.5, JCR ranking 5.2%)
A Simple and Efficient Dialogue Generation Model Incorporating Commonsense Knowledge
Geonyeong Son and Misuk Kim✝
Knowledge-Based Systems (Apr. 2024) (Impact Factor 7.2, JCR ranking 13.5%)
DSTEA: Improving Dialogue State Tracking via Entity Adaptive Pre-training
Yukyung Lee, Takyoung Kim, Hoonsang Yoon, Pilsung Kang, Junseong Bang and Misuk Kim✝
Workshop of KDD (2023)
DSTEA: Improving Dialogue State Tracking via Entity Adaptive Pre-training
Yukyung Lee, Takyoung Kim, Hoonsang Yoon, Pilsung Kang, Junseong Bang and Misuk Kim✝
EACL (2023)
Headline Token-based Discriminative Learning for Subheading Generation in News Article
Joonwon Jang and Misuk Kim✝
Heliyon (2023) (Impact Factor 4.0, JCR ranking 30.8%)
Monetary policy document analysis for prediction of monetary policy board decision
Misuk Kim and Sungzoon Cho✝
Neural Processing Letters (2023) (Impact Factor 3.1, JCR ranking 58.3%)
Simple and Effective Pre-training of Language Models for Dialogue State Tracking
Jinwon An and Misuk Kim✝
Expert Systems with Applications (2023) (Impact Factor 8.5, JCR ranking 6.4%)
ESG Information Extraction with Cross-sectoral and Multi-source Adaptation based on Domain-tuned Language Models
Jaeyoung Lee and Misuk Kim✝
Workshop of EMNLP (2022)
Oh My Mistake!: Toward Realistic Dialogue State Tracking including Turnback Utterance
Takyoung Kim, Yukyung Lee, Hoonsang Yoon, Pilsung Kang, Junseong Bang and Misuk Kim✝
ACL (2022)
Mismatch between Multi-turn Dialogue and its Evaluation Metric in Dialogue State Tracking
Takyoung Kim, Hoonsang Yoon, Yukyung Lee, Pilsung Kang and Misuk Kim✝
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IEEE Access (2022) (Impact Factor 3.4, JCR ranking 37.8%)
Detecting Documents with Inconsistent Context
Dongin Jung, Misuk Kim and Yoon-sik Cho✝
IEEE Transactions on Audio Speech and Language Processing (2022) (Impact Factor 1.8, JCR ranking 26.5%)
Domain-slot Relationship Modeling using a Pre-trained Language Encoder for Multi-Domain Dialogue State Tracking
Jinwon An, Sungzoon Cho, Junseong Bang and Misuk Kim✝
Expert Systems with Applications (2022) (Impact Factor 8.6, JCR ranking 8.1%)
Accurate and Prompt Answering Framework Based on Customer Reviews and Question-Answer Pairs
Eun Kim, Heyjung Yoon, Jungeun Lee and Misuk Kim✝
Expert Systems with Applications (2022) (Impact Factor 8.6, JCR ranking 8.1%)
Detecting Incongruent News Headlines with Auxiliary Textual Information
Joonwon Jang, Minju Kim, Yoonsik Cho and Misuk Kim✝
PLoS One (2021) (Impact Factor 3.2, JCR ranking 35.4%)
Semi-supervised learning for an improved diagnosis of COVID-19 in CT images
Chang Hee Han, Misuk Kim and Jin Tae Kwak
Expert Systems With Applications (2021) (Impact Factor 6.9, JCR ranking 8.6%)
Adaptive trading system integrating machine learning and back-testing: Korea bond market case
Misuk Kim✝
Expert Systems With Applications (2021) (Impact Factor 6.9, JCR ranking 8.6%)
Data mining framework for financial prediction
Misuk Kim✝
COMPUTERS & INDUSTRIAL ENGINEERING (2019) (Impact Factor 3.5, JCR ranking 22.1%)
Representation learning for unsupervised heterogeneous multivariate time series segmentation and its application
Hyunjoong Kim, Han Kyul Kim, Misuk Kim, Jooseoung Park, Kyengbin Im, Chang Ryeol Yoo and Sungzoon Cho
Intelligent Data Analysis (2018) (Impact Factor 0.6, JCR ranking 87.5%)
Stock price prediction through sentiment analysis of corporate disclosures using distributed representation
Misuk Kim, Eunjeong Lucy Park and Sungzoon Cho
COMPUTERS & INDUSTRIAL ENGINEERING (2017) (Impact Factor 2.6, JCR ranking 19.3%)
Virtual Metrology for Copper-Clad Laminate Manufacturing
Misuk Kim, Seokho Kang, Jehyuk Lee, Hyunchang Cho, Sungzoon Cho and Jee Su Park
INTERNATIONAL JOURNAL OF INDUSTRIAL ENGINEERING (2015) (Impact Factor 0.3, JCR ranking 88.7%)
GLOBAL SEARCH OF GENETIC ALGORITHM ENHANCED BY MULTI-BASIN DYNAMIC NEIGHBOR SAMPLING
Misuk Kim and Gyu-Sik Han
INFORMS (2015)
Virtual Metrology for Copper Clad Laminate Manufacturing
Misuk Kim, Seokho Kang, Jehyuk Lee, Hyun-Chang Cho and Sungzoon Cho
APEIMS (2011)
Multi-Basin Neighbor Search method for global optimization
Misuk Kim, Kyoungok Kim and Jaewook Lee
54. Jaeyoung Lee and Misuk Kim✝. "조건부 라우팅을 활용한 다중 에이전트 기반 계층적 ESG 자동 주석 프레임워크", Human Computer Interaction, Hongcheon, Korea (2026).
53. Minjoo Son and Misuk Kim✝. "헤겔리안 변증법 기반 지식 증류를 통한 소형 언어모델의 추론 능력 향상", Human Computer Interaction, Hongcheon, Korea (2026).
52. Uiin Kim and Misuk Kim✝. "사실 기반 MIDI 메타데이터를 활용한 음악-텍스트 대조 학습", Human Computer Interaction, Hongcheon, Korea (2026).
51. Yoonseo Lee and Misuk Kim✝. "편향 특화 차원 식별과 조향 벡터 적용을 통한 언어 모델 편향 제어 프레임워크", Human Computer Interaction, Hongcheon, Korea (2026).
50. Jonghak Jang and Misuk Kim✝. "대규모 언어 모델의 메타인지를 위한 내부 표현 활용 사전 확신도 추정", Human Computer Interaction, Hongcheon, Korea (2026).
49. Hyuna Jeon and Misuk Kim✝. "저품질 모달리티로 인한 노출 편향을 완화하는 멀티모달 순차 추천 모델", Human Computer Interaction, Hongcheon, Korea (2026).
48. Jiin Park and Misuk Kim✝. "Aspect 기반 Re-Ranking과 Self-Feedback을 활용한 개인화 LLM 추천 시스템", Human Computer Interaction, Hongcheon, Korea (2026).
47. Jaeyoung Lee and Misuk Kim✝. "LLM을 활용한 설명 기반 시그널 생성 프레임워크", Korea Data Mining Society, Pyeongchang, Korea (2025). (최우수논문상 수상)
46. Minjoo Son and Misuk Kim✝. "헤겔의 변증법적 사고를 활용한 멀티 에이전트 기반 언어 모델 협업 추론 시스템", Korea Data Mining Society, Pyeongchang, Korea (2025). (대상 수상)
45. Uiin Kim and Misuk Kim✝. "자연어 분위기 태그와 음악적 특징 결합을 통한 음악 감정 자동 레이블링", Korea Data Mining Society, Pyeongchang, Korea (2025). (최우수논문상 수상)
44. Yoonseo Lee and Misuk Kim✝. "편향 벡터 추출 및 편향 벡터 조정을 통한 범용적 언어 모델 편향 완화 프레임워크", Korea Data Mining Society, Pyeongchang, Korea (2025). (최우수논문상 수상)
43. Jinwoo Jung and Misuk Kim✝. "양방향 디노이징과 음소 기반 정제 기법을 활용한 한국어 텍스트 교정", Korea Data Mining Society, Pyeongchang, Korea (2025).
42. Hyuna Jeon and Misuk Kim✝. "LLM 기반 추천시스템을 위한 그래프 임베딩의 적응형 MoE 기반 정렬 프레임워크", Korea Data Mining Society, Pyeongchang, Korea (2025). (최우수논문상 수상)
41. Jiin Park and Misuk Kim✝. "A Multi-Aspect LLM Framework for Explainable Recommendation with Self-Adaptive Reasoning", Korea Data Mining Society, Pyeongchang, Korea (2025). (최우수논문상 수상)
40. Jaeyoung Lee, Hyuna Jeon, Uiin Kim and Misuk Kim✝. "LLM을 활용한 베어링 진단 멀티모달 데이터 생성 및 검증", The Korean Reliability Society (KORAS), Jeju, Korea (2025).
39. Jaeyoung Lee and Misuk Kim✝. "기업 내・외부 정보를 반영한 텍스트 기반 ESG 평가 자동화 프레임워크", Korea Data Mining Society, Gyeongju, Korea (2024). (최우수논문상 수상)
38. Geonyeong Son and Misuk Kim✝. "Situational 일반 상식 추론 성능을 위한 지시 기반 접근 방법론", Korea Data Mining Society, Gyeongju, Korea (2024).
37. Jiin Park and Misuk Kim✝. "다중 Aspect Category 라벨링을 위한 멀티헤드 어텐션 기반 비지도 Aspect Term 및 Category 추출 프레임워크", Korea Data Mining Society, Gyeongju, Korea (2024).
36. Uiin Kim and Misuk Kim✝. "ECMud: Emotion-Classic Music Dataset for MIR", Korea Data Mining Society, Gyeongju, Korea (2024).
35. Minjoo Son and Misuk Kim✝. "In-Context Learning 기반 대규모 언어 모델 답변 생성 기권 전략", Korea Data Mining Society, Gyeongju, Korea (2024). (최우수논문상 수상)
34. Jongbok Won and Misuk Kim✝. "Class-guided VAE와 GMM을 활용한 정치적 성향의 확률적 스케일링", Korea Data Mining Society, Gyeongju, Korea (2024). (최우수논문상 수상)
33. Jonghak Jang and Misuk Kim✝. "질문의 오류 검증 기반 LLM의 환각 탐지 방법", Korea Data Mining Society, Gyeongju, Korea (2024).
32. Uiin Kim and Misuk Kim✝. "Baroque Music Generation using LSTM", Korea Data Mining Society, Seoul, Korea (2024).
31. Geonyeong Son and Misuk Kim✝. "Fake News Detection using YouTube News Data ", Korea Software Congress, Busan, Korea (2023).
30. Jaeyoung Lee and Misuk Kim✝. "K-ESG guideline-based sustainability reports analysis via semantic search", Korea Software Congress, Busan, Korea (2023).
29. Dayoung Lim and Misuk Kim✝. "Neural Machine Translation of Subtitles : Utilizing English-Korean Data in Movie", Korea Software Congress, Busan, Korea (2023).
28. Jiwon Park and Misuk Kim✝. "Emotion classification using Mixture of Experts for efficient learning", Korea Software Congress, Busan, Korea (2023). (장려상 수상)
27. Jaeyoung Lee and Misuk Kim✝. "Verification and evaluation of domestic suitability and effectiveness of K-ESG indicators", Korea Data Mining Society, Gangneung, Korea (2023).
26. Jaehoon Rhee and Misuk Kim✝. "Sentence Specificity Classification Using Pretrained Language Model and applying to Fake News Detection", Korea Data Mining Society, Gangneung, Korea (2023).
25. Dayoung Lim and Misuk Kim✝. "How to use Personas to Generate Dialogues: Focusing on the Harry Potter Movie Series", Korea Data Mining Society, Gangneung, Korea (2023).
24. Jiin Park and Misuk Kim✝. "Extracting Aspects from Korean Hotel Review based on Unsupervised Learning using Attention and Developing a Multi-Aspect Label Framework", Korea Data Mining Society, Gangneung, Korea (2023).
23. Jinsig You and Misuk Kim✝. "Data Generation and Validation Framework for Medical Question Answering Models Using GPT-4", Korea Data Mining Society, Gangneung, Korea (2023). (장려상 수상)
22. Jaehoon Rhee and Misuk Kim✝. "Fake News Detection Using Document Bias and Sentiment Analysis", HCI Korea, Jeongseon, Korea (2023).
21. Jaeyoung Lee and Misuk Kim✝. "Analysis of the Relationship between Sustainability Report and K-ESG Guideline via Text Mining", HCI Korea, Jeongseon, Korea (2023).
20. Geonyeong Son and Misuk Kim✝. "KoBART-based Dialogue Generation Model using Commonsense Knowledge Extracted from KoBERT", HCI Korea, Jeongseon, Korea (2023). (장려상 수상)
19. Jiin Park, Jiwon Park and Misuk Kim✝. "A Framework integrating review sentiment classification and keyword extraction based on a pre-trained model: From Korean hotel review data collection to visualization", HCI Korea, Jeongseon, Korea (2023).
18. Somin Lee and Misuk Kim✝. "Building a hate expression classification model based on a pre-trained model and improving model performance through data augmentation", HCI Korea, Jeongseon, Korea (2023).
17. Saeran Park and Misuk Kim✝. "Tag Generation-based Playlist Recommendation using Pre-trained Language Models", Korea Software Congress, Jeju Island, Korea (2022).
16. Jaeyoung Lee and Misuk Kim✝. "ESG Information Extraction: Learning Model Development and External Document Application", Korea Data Mining Society, Busan, Korea (2022).
15. Jaehoon Rhee and Misuk Kim✝. "Classification Model of Biased Documents and Its Application in Fake News Detection", Korea Computer Congress, Jeju, Korea (2022).
14. Joonwon Jang and Misuk Kim✝. "Extraction-based Subtitle Generation Framework for News Article", Korea Computer Congress, Jeju, Korea (2022).
13. Jaeyoung Lee and Misuk Kim✝. "Cross-domain adaptation via fine-tuning language model in ESG market", Korea Computer Congress, Jeju, Korea (2022).
12. Geonyeong Son and Misuk Kim✝. "Dialogue Generator with Commonsense based on KoBART", Korea Computer Congress, Jeju, Korea (2022).
11. Jaeyoung Lee and Misuk Kim✝. “ Building dataset and verification for ESG classification: Korean Electronic Company Case“, Korea Software Congress, Korea (2021).
10. Eun Kim, Hyeiung Yoon, Jeongeun Lee and Misuk Kim✝. “Review-based Q&A model”, Korea Software Congress, Korea (2021).
9. Jii Cha, Hokeun Yoon and Misuk Kim✝. “Qualitative analysis of ESG factors through sustainability reports”, Korea Software Congress, Korea (2021).
8. Joonwon Jang, Hahyun Cho, Jaeyoung Lee and Misuk Kim✝. “Deep Hierarchical Model for Incongruent News Headline Detection and Building Fake News Dataset”, Korea Software Congress, Korea (2021).
7. Doyun Kwon, Sohyeon Kwon, Junyoung Byun and Misuk Kim✝. “Forecasting KOSPI index with LSTM Deep Learning Model using COVID-19 Data”, Korea Software Congress, Korea (2020).
6. Jii Cha, Eun Kim, Honggoo Kang and Misuk Kim✝. “ESG Factor Analysis using Text Mining”, Korea Software Congress, Korea (2020).
5. Misuk Kim✝. “Adaptive trading system integrating machine learning and back-testing: Korean bond market case“, Korea Institute of Industrial Engineers, Korea (2020).
4. Hyunjoong Kim, Misuk Kim, Han Kyul Kim and Sungzoon Cho. “Embedding categorical and numerical mixed data into continuous space for measuring distance”, Korea Business Intelligence Data Mining Society, Yeosu, Korea (2015).
3. Hyunjoong Kim, Eunjeong Park, Misuk Kim, Han Kyul Kim, Pilsung Kang and Sungzoon Cho. “Pseudo-word vector representation for fast document clustering”, Korea Institute of Industrial Engineers, Jeju, Korea (2015).
2. Misuk Kim and Jaewook Lee. “Efficient Stacking Policy for the Steel Plate”, Joint Conference of Korean Operation Research and Management Science Society and Korean Institute of Industrial Engineers, Seoul, Korea (2011).
1. Misuk Kim and Jaewook Lee. “Markov Neighbor Search method for global optimization”, Korea Institute of Industrial Engineers, Seoul, Korea (2010).