Research Profile

Chanhwi Kim

University of Massachusetts Amherst

Recent Updates

  • 2026-09 ๐ŸŽ“ Incoming Ph.D. student in Computer Science at University of Massachusetts Amherst
  • 2026-04 ๐Ÿ“– "ToxReason: A Benchmark for Mechanistic Chemical Toxicity Reasoning ..." accepted to ACL 2026 Findings
  • 2025-12 ๐Ÿ“š Registered patent (No. 10-2901457) on clinical outcome prediction
  • 2025-12 โœˆ๏ธ Participated in KIC Global Showcase in Silicon Valley
  • 2025-11 ๐Ÿ† Awarded Mogam Overseas Student Fellowship
  • 2025-08 ๐ŸŽ“ Started Graduate Research Assistant in University of Texas Health Science Center at Houston
  • 2025-06 ๐Ÿ“– "Aspect-Oriented Summarization for Psychiatric Short-Term Readmission Prediction" accepted to EMNLP 2025 Main
  • 2025-04 ๐Ÿ“– "Learning from Negative Samples in Biomedical Generative Entity Linking" accepted to ACL 2025 Findings
  • 2025-02 ๐ŸŽ“ Graduated M.S. in Computer Science at Korea University

Research Overview

Hi! I am an incoming Ph.D. student in Computer Science at the University of Massachusetts Amherst, advised by Dr. Hong Yu. Prior to this, I received my M.S. in Computer Science & Engineering at Korea University, under the supervision of Dr. Jaewoo Kang, and my B.S. in Biotechnology from the same institution. I have also conducted research as a visiting scholar at Boston Children's Hospital and Harvard Medical School, advised by Dr. Timothy A. Miller.

My research focuses on natural language processing for biomedical and clinical applications, with an emphasis on multimodal language models and explainable AI. I aim to connect biomedical knowledge with real-world clinical data to support better clinical decision-making and advanced biomedical discovery. My work has been presented at ACL, EMNLP, and NAACL.

Education

University of Massachusetts Amherst
Ph.D. Student in Computer Science
@Amherst, MA, USA
Sep 2026 -
Advisor: Dr. Hong Yu
Korea University
M.S. in Computer Science and Engineering; GPA: 4.0/4.0
@Seoul, Korea
Mar 2023 - Feb 2025
Advisor: Dr. Jaewoo Kang
University of Lausanne
Exchange Student in School of Biology
@Lausanne, Switzerland
Feb 2018 - Jul 2018
Korea University
B.S. in Biotechnology; GPA: 3.6/4.0
@Seoul, Korea
Mar 2016 - Feb 2022
Advisor: Dr. Jongyun Kim

Research & Professional Experience

Academic
UTHealth Houston
Graduate Research Assistant
@Houston, TX, USA
Aug 2025 - Aug 2026
Boston Children's Hospital (Harvard Medical School)
Visiting Scholar
@Boston, MA, USA
Oct 2024 - Apr 2025
Korea University
Research Intern
@Seoul, Korea
Dec 2022 - Feb 2023
Korea University
Research Intern
@Seoul, Korea
Feb 2021 - Feb 2021
Advisor: Dr. Chungho Kim
Korea Institute of Science and Technology
Research Intern
@Seoul, Korea
Jan 2019 - Feb 2019
Advisor: Dr. Hyunkyung Kim

Industry
Silvia Health
External Researcher
@Seoul, Korea
Jun 2025 - Aug 2025
Kolon Lifescience
Clinical Trial Project Manager
@Seoul, Korea
Jan 2022 - Oct 2022
CJ CheilJedang
Research Intern
@Seoul, Korea
Nov 2021 - Dec 2021
Samsung Bioepis
Research Intern
@Incheon, Korea
Jul 2021 - Aug 2021