Grace (Sungjoo) Byun
Grace (Sungjoo) Byun is pursuing a PhD in Computer Science and Informatics at Emory University (in progress).
Education
- PhD in Computer Science and Informatics, Emory University (in progress)
- MA in Linguistics, Seoul National University (2023) - South Korea
- BA in Linguistics, Korea University (2022) - South Korea
Achievements
- Excellence in Teaching Assistance — Emory Computer Science (05/2025)
Publications
- LLM-as-a-Grader: Practical Insights from Large Language Models for Short-Answer and Report Evaluation — Information, 2026
- CRADLE Bench: A Clinician-Annotated Benchmark for Multi-Faceted Mental Health Crisis and Safety Risk Detection — Conference of the European Chapter of the Association for Computational Linguistics (EACL), 2026
- Reference-Aligned Retrieval-Augmented Question Answering over Heterogeneous Proprietary Documents — ACM International Conference on Information and Knowledge Management (CIKM), 2025
- Measuring Sycophancy of Language Models in Multi-turn Dialogues — Conference on Empirical Methods in Natural Language Processing (EMNLP): Findings, 2025
- Secure Multifaceted-RAG: Hybrid Knowledge Retrieval with Security Filtering — Information: Advanced Retrieval-Augmented Generation Systems Based on Large Language Models, 2025
- D-GEN: Automatic Distractor Generation and Evaluation for Reliable Assessment of Generative Models — Annual Meeting of the Association for Computational Linguistics (ACL): Findings, 2025
- Advancing Korean Medical Large Language Models: Automated Pipeline for Korean Medical Preference Dataset Construction — Healthcare Informatics Research, 2025