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🇰🇷.
2. Jean Seo, Hyunkyung Lee, Gibaeg Kim, Wooseok Han, Jaehyo Yoo, Seungseop Lim, Kihun Shin, Eunho Yang. Taxonomy of Comprehensive Safety for Clinical Agents, accepted to EMNLP 2025 Industry Track.
3. Seungseop Lim, Gibaeg Kim, Wooseok Han, Jean Seo, Hyunkyung Lee, Jaehyo Yoo, Eunho Yang. Format Inertia: A Failure Mechanism of LLMs in Medical Pre-Consultation, accepted to EMNLP 2025 Industry Track.
4. Seungseop Lim, Gibaeg Kim, Hyunkyung Lee, Wooseok Han, Jean Seo, Jaehyo Yoo, Eunho Yang. H-DDx: A Hierarchical Evaluation Framework for Differential Diagnosis, accepted to NeurIPS 2025 Workshop on GenAI for Health. (Award Candidate)

Working Papers

1. Evaluating the Pre-Consultation Ability of LLMs using Diagnostic Guidelines
2. Towards Fair and Flexible Evaluation in Korean Clinical ASR

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.