Hello! I am a first-year Ph.D. student at Seoul National University, advised by Prof. Gunhee Kim. Before that, I received my B.S. in CSE from POSTECH in 2025.

My research focuses on Natural Language Processing, aiming to enable large language models to perform human-like reasoning while improving their reliability and interpretability. I’m also interested in developing efficient and scalable AI systems that make such models practical for real-world deployment.

Beyond research, I’m also deeply interested in startups and emerging tech trends, especially in how cutting-edge ideas can make a meaningful impact in the real world. I love deep, thought-provoking conversations and getting inspired by others. Feel free to reach out through any channel if you’re interested in my work or just want to connect!

---

Education

Seoul National University Sep 2025-Present

M.S/Ph.D in AI

Pohang University of Science and Technology Feb 2021-Aug 2025

B.S. in Computer Science and Engineering

Summa Cum Laude

Hansung Science High School for the Gifted Mar 2018 - Feb 2021

---

Publication

When Should Dense Retrievers Be Updated in Evolving Corpora? Detecting Out-of-Distribution Corpora Using GradNormIR

Dayoon Ko, Jinyoung Kim, Sohyeon Kim, Jinhyuk Kim, Jaehoon Lee, Seonghak Song, Minyoung Lee, Gunhee Kim
ACL 2025 Findings [pdf] [code]

---

Research Experience

Vision and Learning Lab, SNU Jan 2025–Aug 2025

Advised by Prof. Gunhee Kim

Language and Data Intelligence Lab, SNU Sep 2024–Nov 2024

Advised by Prof. Seungwon Hwang

Data Systems Lab, POSTECH Feb 2024–Aug 2024

Advised by Prof. Wookshin Han

---

Work Experience

Samsung Electronics Inc. Jul 2023–Aug 2023

Internship at System RnD Team, MX Department