Jean Seo
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Currently working as an AI researcher at AITRICS. I obtained my MA in Computational Linguistics at Seoul National University, advised by Prof. Hyopil Shin. Before that, I obtained my BA in English Language & Literature and Psychology at Yonsei University, Seoul.

My core interest in AI lies in LLMs and LMMs, especially in healthcare and their evaluation, training in low-resource scenarios. Other than AI, I am mostly excited about start-ups.

News

  1. Won 3rd place at [IMDA] Singapore AI Safety Red Teaming Challenge as team Korea🇰🇷.

Working Papers

  1. Evaluating the Pre-Consultation Ability of LLMs using Diagnostic Guidelines
  2. Taxonomy of Comprehensive Safety for Clinical Agents
  3. Format Inertia: A Failure Mechanism of LLMs in Medical Pre-Consultation
  4. Evaluating ASR in Medical Code-switching Contexts

Selected Papers

  1. Jean Seo, Sumin Park, Sungjoo Byun, Jinwook Choi, Jinho Choi, Hyopil Shin. Advancing Korean Medical Large Language Models: Automated Pipeline for Korean Medical Preference Dataset Construction, Healthcare Informatics Research.
  2. Jean Seo, Jaeyoon Kim, Hyopil Shin. MoFE: Mixture of Frozen Experts Architecture, NAACL Industry 2025.
  3. Jean Seo, Jongwon Lim, Dongjun Jang, Hyopil Shin. DAHL: Domain-specific Automated Hallucination Evaluation of Long-Form Text through a Benchmark Dataset in Biomedicine, FEVER EMNLP 2024.
  4. Jean Seo, Jaeyoon Kim, SungJoo Byun, Hyopil Shin. How does a Language-Specific Tokenizer affect LLMs?, arXiv.
  5. Jean Seo, Minha Kang, SungJoo Byun, Sangah Lee. ManWav: The First Manchu ASR Model, Field Matters ACL 2024.
  6. Sungjoo Byun, Jiseung Hong, Sumin Park, Dongjun Jang, Jean Seo, Minseok Kim, Chaeyoung Oh, Hyopil Shin. Korean Bio-Medical Corpus (KBMC) for Medical Named Entity Recognition, LREC-COLING 2024.
  7. Sangah Lee, Sungjoo Byun, Jean Seo, and Minha Kang. ManNER & ManPOS: Pioneering NLP for Endangered Manchu Language, LREC-COLING 2024.
  8. Dongjun Jang, Sangah Lee, Sungjoo Byun, Jinwoong Kim, Jean Seo, Minseok Kim, Soyeon Kim, Chaeyoung Oh, Jaeyoon Kim, Hyemi Jo, Hyopil Shin, DaG LLM ver 1.0: Pioneering Instruction-Tuned Language Modeling for Korean NLP, arXiv.
  9. Jean Seo, Sungjoo Byun, Minha Kang, Sangah Lee. Mergen: The First Manchu-Korean Machine Translation Model Trained on Augmented Data, MRL EMNLP 2024.