Question Answering for Complex Electronic Health Records Database using Unified Encoder-Decoder Architecture. - Seongsu Bae; Daeyoung Kim; Jiho Kim; Edward Choi (ML4H@NeurIPS, 2021)

Uncertainty-Aware Text-to-Program for Question Answering on Structured Electronic Health Records. - Daeyoung Kim; Seongsu Bae; Seungho Kim; Edward Choi (CHIL, 2022)

Graph-Text Multi-Modal Pre-training for Medical Representation Learning. - Sungjin Park; Seongsu Bae; Jiho Kim; Tackeun Kim; Edward Choi (CHIL, 2022)

EHRSQL: A Practical Text-to-SQL Benchmark for Electronic Health Records. - Gyubok Lee; Hyeonji Hwang; Seongsu Bae; Yeonsu Kwon; Woncheol Shin; Seongjun Yang; Minjoon Seo; Jong-Yeup Kim; Edward Choi (NeurIPS, 2022)

KU-DMIS-MSRA at RadSum23: Pre-trained Vision-Language Model for Radiology Report Summarization. - Gangwoo Kim; Hajung Kim; Lei Ji 001; Seongsu Bae; Chanhwi Kim; Mujeen Sung; Hyunjae Kim; Kun Yan; Eric Chang; Jaewoo Kang (BioNLP@ACL, 2023)

EHRXQA: A Multi-Modal Question Answering Dataset for Electronic Health Records with Chest X-ray Images. - Seongsu Bae; Daeun Kyung; Jaehee Ryu; Eunbyeol Cho; Gyubok Lee; Sunjun Kweon; Jungwoo Oh; Lei Ji 001; Eric I-Chao Chang; Tackeun Kim; Edward Choi (NeurIPS, 2023)

ECG-QA: A Comprehensive Question Answering Dataset Combined With Electrocardiogram. - Jungwoo Oh; Gyubok Lee; Seongsu Bae; Joon-Myoung Kwon; Edward Choi (NeurIPS, 2023)

Overview of the EHRSQL 2024 Shared Task on Reliable Text-to-SQL Modeling on Electronic Health Records. - Gyubok Lee; Sunjun Kweon; Seongsu Bae; Edward Choi (ClinicalNLP@NAACL, 2024)

Publicly Shareable Clinical Large Language Model Built on Synthetic Clinical Notes. - Sunjun Kweon; Junu Kim; Jiyoun Kim; Sujeong Im; Eunbyeol Cho; Seongsu Bae; Jungwoo Oh; Gyubok Lee; Jong Hak Moon; Seng Chan You; Seungjin Baek; Chang Hoon Han; et al. (ACL (Findings), 2024)

EHRCon: Dataset for Checking Consistency between Unstructured Notes and Structured Tables in Electronic Health Records. - Yeonsu Kwon; Jiho Kim; Gyubok Lee; Seongsu Bae; Daeun Kyung; Wonchul Cha; Tom Pollard; Alistair Johnson; Edward Choi (NeurIPS, 2024)

AOR: Anatomical Ontology-Guided Reasoning for Medical Large Multimodal Model in Chest X-Ray Interpretation. - Qingqiu Li; Zihang Cui; Seongsu Bae; Jilan Xu; Runtian Yuan; Yuejie Zhang; Rui Feng 001; Quanli Shen; Xiaobo Zhang; Junjun He; Shujun Wang (CoRR, 2025)

PatientSim: A Persona-Driven Simulator for Realistic Doctor-Patient Interactions. - Daeun Kyung; Hyunseung Chung; Seongsu Bae; Jiho Kim; Jae Ho Sohn; Taerim Kim; Soo Kyung Kim; Edward Choi (CoRR, 2025)