Career Profile

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Experiences

Research Team Intern

Dec. 2024 - Feb. 2025
Lablup Inc., South Korea

Building a Multimodal RAG-Based Chatbot

UCI-KMU GREAT Program

Jul. 2024 - Aug. 2024
Health SciTech Group in UC Irvine, USA, Prof. Amir Rahmani

Enhancing Healthcare Diagnostics in Multi-Turn LLM

Research Student

Mar. 2023 - Jun. 2024
Machine Intelligence Lab in KMU, South Korea, Prof. Jaekoo Lee

Undergraduate Student Researcher

Honors and Scholorships

Best Student Paper (HealthQ)

2025. 06
IEEE/ACM CHASE 2025, Manhattan, New York City, USA

National Science & Technology Scholarship

2021 - 2025
Korea Student Aid Foundation, South Korea

Sponsored Company Award, Software-Centered University Excellence Project Competition

2024. 12
Ministry of Science and ICT, South Korea

Excellent Work; no honors achieved, Open Software Developer Competition

2024. 12
National IT Industry Promotion Agency, South Korea

Grand Prize, Capstone Design Final Presentation

2024. 05
School of Computer Science, Kookmin University, South Korea

Projects

Predicting Adverse Events of Medical Devices using Knowledge Graphs - UNIST, Jul.2025-Present
Trustworthiness in Multiple ECG Analyses based on Vision Language Models (VLMs) - UNIST&MedicalAI Co., Jun.2025-Present
Survival Analysis with Lymph Nodes Information in Gastric Cancer - UNIST&SNUH, Apr.2025-Present
Facial forgery detection technique using Multimodal LLM - AI Developer, Industry-University Co-operation(Kakaobank), Oct.2024-Dec.2024
Enhenced Evaluation Framework for Questioning Capabilities of LLMs in Healthcare - Researcher and Prompt Engineer, KMU-UCI Joint Research Project, Jul.2024-Aug.2024
PROBEE, Intelligent Missing Person Search System - AI Developer, KMU Capstone Design Project, Dec.2023-May.2024

Publications

  • HealthQ: Unveiling Questioning Capabilities of LLM Chains in Healthcare Conversations
  • Ziyu Wang, Hao Li, Di Huang, Hye-Sung Kim, Chae-Won Shin, Amir M. Rahmani
    Smart Health, Jun. 2025
  • A Study of Emotion Classification Systems Through LLM-Based Facial Recognition Learning
  • Rinhoe Kim, Chaewon Shin, Yeji Kim, Gahyun Lee, Juseo Kim, Suhwan Jung, Sooyeon Yoon
    Korea Institute of Communication Sciences(KICS), Feb. 2025

    Skills & Proficiency

    Python

    Pytorch

    Langchain

    HuggingFace

    OpenCV

    Docker