MemEIC: A Step Toward Continual and Compositional Knowledge Editing
NeurIPS 2025
First AuthorMain Conference
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AI Researcher · Daejeon, South Korea
Jin Seong
Researcher at the Electronics and Telecommunications Research Institute (ETRI)
My research interests include artificial intelligence, vision-language models, natural language processing, and computer vision.
Biography
About
I am a researcher at ETRI working on reliable and adaptive vision-language models. My research focuses on multimodal knowledge editing, visual reasoning, and evaluation of failure modes in VLMs. I received my M.S. degree in Computer Science from Hanyang University in 2022, advised by Prof. Jongwoo Lim at the Robot Vision Lab.
News
2026.08
When VLMs 'Fix' Students was accepted to the EMNLP 2026 Main Conference. 🎉
2026.06
Query-aware uncertainty routing for LLMs was published at PAKDD 2026.
2026.04
Exploring Zero-Shot Essay Scoring was published in Data Mining and Knowledge Discovery (SCIE · IF 5.5).
2026.02
Our dataset CCKEB ranked in the top 0.14% of Hugging Face datasets by downloads.
2025.09
MemEIC was accepted to the NeurIPS 2025 Main Conference.
News archive
Older news will be moved here beginning in 2027.
Featured Publications
When VLMs 'Fix' Students: Identifying and Penalizing Over-Correction in the Evaluation of Multi-line Handwritten Math OCR
EMNLP 2026
First AuthorMain Conference
Online and Real-Time Mask-Guided Multi-Person Tracking and Segmentation
Pattern Recognition Letters, 2023
First AuthorSCIEQ2KITTI MOTS 2nd Place
Other Publications
Exploring Zero-Shot Essay Scoring: From Feature-Based to LLM-Based Approaches
Data Mining and Knowledge Discovery, 2026
SCIEIF 5.5Q1 Information Systems
Improving Uncertainty Quantification and Knowledge-Intensive Routing via Query Understanding in Large Language Models
PAKDD 2026
Experience & Education
Electronics and Telecommunications Research Institute
Researcher · 2022–Present
Hanyang University
M.S. in Computer Science · 2020.02–2022.02
Robot Vision Lab · Advisor: Prof. Jongwoo Lim
Academic Activities
Conference Reviewer
NeurIPS
Neural Information Processing Systems
Reviewer
CVPR
IEEE/CVF Conference on Computer Vision and Pattern Recognition
2026
ECCV
European Conference on Computer Vision
2026
ARR
ACL Rolling Review · ACL, EMNLP, and related venues
2026
Journal Reviewer
KBS
Knowledge-Based Systems · Elsevier · IF 7.6
2025–2026
JSC
The Journal of Supercomputing
2026
Honors
🏆
2nd Place — KITTI MOTS Benchmark
Online Pedestrian Tracking, 2022