Sewoong Lee standing on the University of Illinois campus.

Sewoong Lee (Sam)

Sewoong Lee is a PhD student at UIUC, advised by Professor Julia Hockenmaier. He received his Bachelor's degree from Seoul National University and his Master of Computer Science from UIUC. Before joining the PhD program, he worked as a Staff Engineer in Data Science at Samsung Electronics. Sewoong has been awarded the Pre-doctoral Fellowship from UIUC and the National Science and Engineering Scholarship from the Korea Student Aid Foundation. His research interests lie at the intersection of AI, NLP, and mechanistic interpretability.

Se as in seven, woo as in wood. You can also call me Sam.

Experience

Present

University of Illinois Urbana-Champaign

Ph.D. Candidate in Computer Science

Natural Language Research Group, advised by Prof. Julia Hockenmaier.

  • Understanding how language models represent information and use it to reason.
  • 2025 Siebel School Supplemental Fellowship
  • 2024 CS PhD Pre-Doctoral Fellowship

2023–2024

Samsung Electronics

Staff Software Engineer

Mechatronics Research

  • Led the development of multimodal GPT models for semiconductor equipment diagnosis, automating one hour of daily monitoring per equipment engineer.
  • 2023 Outstanding Paper, Bronze Award, P&P Fair

2022–2023

University of Illinois Urbana-Champaign

Master of Computer Science

GPA 4.0 / 4.0

2016–2023

Samsung Electronics

Software Engineer

Mechatronics R&D Center

  • Developed full-stack software for time-series analysis and text data mining, including an AngularJS and MySQL web dashboard for equipment time-series data and text-mining results from equipment and process logs.
  • Early promotion to Staff Software Engineer

2009–2015

Seoul National University

B.Sc. in Industrial Engineering

Cum laude

  • 2009–2013* National Science and Engineering Scholarship
  • *Includes two years of military service

Talks

November 2025

Sparse Autoencoders: Discoveries, Limitations, and the Bridge between Experiment and Theory

Amazon-Illinois Center, UIUC NLP Large Group [Event] [Photo]

Teaching

Teaching assistant, University of Illinois Urbana-Champaign.

  • CS 447: Natural Language Processing Fall 2026
  • CS 416: Data Visualization Summer 2026, 2025
  • CS 441: Applied Machine Learning Spring 2026, Fall 2025

Academic service

Reviewer.

  • BlackboxNLP Workshop at EMNLP 2026, 2025
  • ACL Rolling Review March & May 2026
  • COLM 2026
  • Mechanistic Interpretability Workshop at NeurIPS 2025
  • Actionable Interpretability Workshop at ICML 2025

Earlier experience

Boston Consulting Group

Research Analyst (Intern)2014–2015

Bain & Company

Research Assistant (Intern)2014

Ernst & Young

Summer Intern2014

LG CNS

Summer Intern2013

Publications & patents

* Equal contribution.

Work in progress

Under review

LLM Judges Can Encode More About Summary Quality Than Their Scores Report

Ikhyun Cho, Sewoong Lee, and Julia Hockenmaier

Under review

Why Raw Sparse Autoencoder Activations Can Be Misleading

Rajarshi Haldar, Ikhyun Cho, Sewoong Lee, and Julia Hockenmaier

In preparation

When Do Linear Representations Emerge?

Sewoong Lee, Ikhyun Cho, Rajarshi Haldar, and Julia Hockenmaier

2026EMNLP

Features in Motion: Periodicity, Homeostasis, and Redistribution in LLM Few-Shot Prompting

Ikhyun Cho, Sewoong Lee, and Julia Hockenmaier

2025Granted patent

Method of Diagnosing Sensors

Sewoong Lee

KR20240023791A

Filed August 16, 2022; granted September 10, 2025