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Grace (Sungjoo) Byun

PhD in Computer Science and Informatics

Fall 2024 ~ Present

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

Publications

  1. 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
  2. Reference-Aligned Retrieval-Augmented Question Answeringover Heterogeneous Proprietary Documents — ACM International Conference on Information and Knowledge Management (CIKM), 2025
  3. Measuring Sycophancy of Language Models in Multi-turn Dialogues — Conference on Empirical Methods in Natural Language Processing (EMNLP): Findings, 2025
  4. Secure Multifaceted-RAG: Hybrid Knowledge Retrieval with Security Filtering — Information: Advanced Retrieval-Augmented Generation Systems Based on Large Language Models, 2025
  5. D-GEN: Automatic Distractor Generation and Evaluation for Reliable Assessment of Generative Models — Annual Meeting of the Association for Computational Linguistics (ACL): Findings, 2025
  6. Advancing Korean Medical Large Language Models: Automated Pipeline for Korean Medical Preference Dataset Construction — Healthcare Informatics Research, 2025

Achievements

  • Excellence in Teaching Assistance, Emory Computer Science (05/2025)