Publications - Jiwoong Sohn

Selected Publications

For a full list, see my Google Scholar.

(* denotes equal contribution, † denotes corresponding author)

[5] Med-PRM: Medical Reasoning Models with Stepwise, Guideline-verified Process Rewards

Jaehoon Yun*, Jiwoong Sohn*, Jungwoo Park*, Hyunjae Kim, Xiangru Tang, Yanjun Shao, Yonghoe Koo, Minhyeok Ko, Qingyu Chen, Mark Gerstein, Michael Moor†, Jaewoo Kang†

EMNLP 2025, Main Track (Oral)

[4] MedAgentsBench: Benchmarking Thinking Models and Agent Frameworks for Complex Medical Reasoning

Xiangru Tang*, Daniel Shao*, Jiwoong Sohn*, Jiapeng Chen, Jiayi Zhang, Jinyu Xiang, Fang Wu, Yilun Zhao, Chenglin Wu, Wenqi Shi, Arman Cohan, Mark Gerstein†

arXiv:2503.07459 (2025)

[3] Rationale-Guided Retrieval Augmented Generation for Medical Question Answering

Jiwoong Sohn, Yein Park, Chanwoong Yoon, Sihyun Park, Mujeen Sung, Hyunjae Kim†, Jaewoo Kang†

NAACL 2025, Main Track (Oral)

[2] Small Language Models Learn Enhanced Reasoning Skills from Medical Textbooks

Hyunjae Kim, Hyeon Hwang, Jiwoo Lee, Sihyeon Park, Dain Kim, Taewhoo Lee, Chanwoong Yoon, Jiwoong Sohn, Jungwoo Park,Donghee Choi, Jaewoo Kang†

NPJ Digital Medicine

[1] Improving Medical Reasoning through Retrieval and Self-Reflection with Retrieval-Augmented Large Language Models

Minbyul Jeong, Jiwoong Sohn, Mujeen Sung, Jaewoo Kang†

ISMB 2024, Bioinformatics 2024 (Oral)

Other Publications

[4] Automatic genetic phenotype normalization from dysmorphology physical examinations: an overview of the BioCreative VIII—Task 3 competition

Davy Weissenbacher, Xinwei Zhao, Jessica RC Priestley, Katherine M Szigety, Sarah F Schmidt, Karen O'Connor, Ekin Soysal, Kirk Roberts, Jiewei Qi, Ling Luo, Zhihao Yang, Hongfei Lin, Hajung Kim, Chanhwi Kim, Jiwoong Sohn, Tim Beck, Marek Rei, Sunkyu Kim, T Ian Simpson, Joram M Posma, Antoine Lain, Mujeen Sung, Jaewoo Kang, Areej Alhassan, Viktor Schlegel, Monira Aloud, Riza Batista-Navarro, Goran Nenadic, Ying-Jia Lin, Zhi-Quan Feng, Hung-Yu Kao, Ian M Campbell, Graciela Gonzalez-Hernandez

Database 2025

[3] DMIS Lab at MedHopQA-2025: Ensemble Multi-Retrieval Methodologies with Reasoning Language Model Decision

Jongmyung Jung*, Hyeongsoon Hwang*, Yein Park*, Minju Song, Jaehoon Yoon, Hyeon Hwang, Sanghoon Lee, Jiwoong Sohn, Jaewoo Kang†

IJCAI 2025, Biocreative IX

[2] DMIS Lab at ArchEHR-QA 2025: Evidence-Grounded Answer Generation for EHR-based QA via a Multi-Agent Framework

Hyeon Hwang*, Hyeongsoon Hwang*, Jongmyung Jung, Jaehoon Yun, Minju Song, Yein Park, Dain Kim, Taewhoo Lee, Jiwoong Sohn, Chanwoong Yoon, Sihyeon Park, Jiwoo Lee, Heechul Yang, Jaewoo Kang†

ACL 2025, BioNLP

[1] KU AIGEN ICL EDI@BC8 Track 3: Advancing Phenotype Named Entity Recognition and Normalization for Dysmorphology Physical Examination Reports

Hajung Kim, Chanhwi Kim, Jiwoong Sohn, Tim Beck, Marek Rei, Sunkyu Kim, T. Ian Simpson, Joram M. Posma, Antoine Lain, Mujeen Sung, Jaewoo Kang†

AMIA 2023, BioCreative VIII