EMNLP (Nov. 2026)

ESGPT: A Data-Centric ESG Language Model with Unified Instruction and Benchmark Resources

Jaeyoung Lee and Misuk Kim✝  

EMNLP (Nov. 2026)

 Bridging Time Series and Language via Query-Adaptive Multi-Granularity Routing for Temporal Reasoning

Hyuna Jeon*, Jaeyoung Lee* and Misuk Kim✝ (*: equal contribution)

INFORMS Conference on Quality, Statistics and Reliability (ICQSR, July 2026)

Enhancing Large Language Models for Time-Series Understanding via Query-Adaptive Multi-Granularity Routing

Jaeyoung Lee, Hyuna Jeon and Misuk Kim✝  

Advanced Engineering Informatics (2026) (Impact Factor 11.5, JCR ranking 2%)

BearGen: LLM-Guided Signal Generation Framework for Bearing Fault Diagnosis

Jaeyoung Lee, Hyuna Jeon, Uiin Kim and Misuk Kim✝  

HCI Korea 2026

조건부 라우팅을 활용한 다중 에이전트 기반 계층적 ESG 자동 주석 프레임워크 

Jaeyoung Lee and Misuk Kim✝  

Arxiv. (2025)

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

2025 INFORMS Conference on Quality, Statistics and Reliability (ICQSR)

Generation and Validation of Multimodal Data for Bearing Diagnosis Using LLM 

Jaeyoung Lee and Misuk Kim✝  

Korea Data Mining Society 2025

LLM을 활용한 설명 기반 시그널 생성 프레임워크 [최우수 논문상]

Jaeyoung Lee and Misuk Kim✝  

The Korean Reliability Society 2025

LLM을 활용한 베어링 진단 멀티모달 데이터 생성 및 검증

Jaeyoung Lee and Misuk Kim✝  

Findings of NAACL 2025

From Curiosity to Clarity: Exploring the Impact of Consecutive Why-Questions

Geonyeong Son, Jaeyoung Lee and Misuk Kim✝  

[PDF] 

Findings of EMNLP 2024

ESG-Kor: A Korean Dataset for ESG-related Information Extraction and Practical Use Cases

Jaeyoung Lee, Geonyeong Son and Misuk Kim✝  

[PDF] 

COLING 2024 [Oral]

Hierarchical Graph Convolutional Network Approach for Detecting Low-Quality Documents

Jaeyoung Lee, Joonwon Jang and Misuk Kim✝  

[PDF] 

Korea Data Mining Society 2024

기업 내・외부 정보를 반영한 텍스트 기반 ESG 평가 자동화 프레임워크 [최우수 논문상]

Jaeyoung Lee 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✝  

[PDF] 

Korea Software Congress 2023

K-ESG guideline-based sustainability reports analysis via semantic search

Jaeyoung Lee and Misuk Kim✝  

Korea Data Mining Society 2023

Verification and evaluation of domestic suitability and effectiveness of K-ESG indicators

Jaeyoung Lee and Misuk Kim✝  

HCI Korea 2023

Analysis of the Relationship between Sustainability Report and K-ESG Guideline via Text Mining 

Jaeyoung Lee and Misuk Kim✝  

Korea Data Mining Society 2022

ESG Information Extraction: Learning Model Development and External Document Application 

Jaeyoung Lee and Misuk Kim✝  

Korea Computer Congress 2022

Cross-domain adaptation via fine-tuning language model in ESG market

Jaeyoung Lee and Misuk Kim✝  

Korea Software Congress 2021

Building dataset and verification for ESG classification: Korean Electronic Company

Jaeyoung Lee and Misuk Kim✝  

Korea Computer Congress 2021

Deep Hierarchical Model for Incongruent News Headline Detection and Building Fake News Dataset 

Joonwon Jang, Hahyun Cho, Jaeyoung Lee and Misuk Kim✝