Suyoung Bae

I am a Ph.D. student at Sungkyunkwan University, South Korea. I am a member of Information & Intelligence System Laboratory (IISLAB) advised by Prof. Jee-Hyong Lee.

I am researching about Robustness and Trustworthy AI. Specifically, I am interested in the following categories.

  • Robust & Trustworthy AI
  • Bias & Hallucination Mitigation
  • AI Ethics/Morality
  • Factual Consistency in Code Summarization & Evaluation
  • Multi-Agent Code Documentation

Email  /  CV  /  LinkedIn  /  Scholar  /  Github

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International Publications
Boundary_png DeCAP: Context-Adaptive Prompt Generation for Debiasing Zero-shot Question Answering in Large Language Models
Suyoung Bae, YunSeok Choi, Jee-Hyong Lee
Annual Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics (NAACL-main), 2025
Albuquerque, New Mexico April 29 - May 4, 2025
[Paper] [Code] [Presentation]
Boundary_png SALAD: Improving Robustness and Generalization through Contrastive Learning with Structure-Aware and LLM-Driven Augmented Data
Suyoung Bae*, Hyojun Kim*, YunSeok Choi, Jee-Hyong Lee (* : equal contribution)
Annual Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics (NAACL-main), 2025
Albuquerque, New Mexico April 29 - May 4, 2025
[Paper] [Presentation]
Boundary_png CharMoral: A Character Morality Dataset for Morally Dynamic Character Analysis in Long-Form Narratives
Suyoung Bae, Gunhee Cho , Boyang Li, Yun-Gyung Cheong
Proceedings of the 31st International Conference on Computational Linguistics (COLING-main), 2025
Abu Dhabi, UAE, January 19 - 24, 2025
[Paper] [Code] [Presentation]
Boundary_png Predicting the Morality of a Character Using Character-Centric Embeddings
Suyoung Bae, Eunchong Kim, Yun-Gyung Cheong
IEEE International Conference on Big Data and Smart Computing (BigComp), 2023
Jeju, South Korea, 13-16 February, 2023
[Paper]
Boundary_png The CreativeSumm 2022 Shared Task: A Two-Stage Summarization Model using Scene Attributes
Eunchong Kim*, Taewoo Yoo*, Gunhee Cho, Suyoung Bae, Yun-Gyung Cheong (* : equal contribution)
Proceedings of The Workshop on Automatic Summarization for Creative Writing (COLING workshop), 2022
Gyeongju, South Korea, 12-17 October, 2022
[Paper]

Domestic Publications
  • CPGRec: Collaborative and Personalized Graph Learning in Large Language Models for Sequential Recommendation
    • Hanbeul Kim, Cheolwon Na, Suyoung Bae, Yunseok Choi and Jee-Hyong Lee / CKAIA 2025
  • Meaning-Preserving Query Rewriting and Query Reranking for RetrievalAugmented Generation
    • Insung Hwang, Suyoung Bae, Jaehoon Lee and Jee-Hyong Lee / KIISE 2025
  • RICE: Retrieval-Augmented Generation with Iterative Correction and Enhancement
    • Doyeon Kim, Suyoung Bae, Jaehoon Lee and Jee-Hyong Le / KIISE 2024
  • Can Language Model Learn Ethics? Predicting Characters’ Morality by Learning Character Embedding
    • Suyoung Bae, Eun-Chong Kim, Yun-Gyung Cheong / JKAIA 2022
  • Improving Document Retrieval Model Multi-Domain Dialogue Dataset
    • Suyoung Bae, Eun-Chong Kim, Yun-Gyung Cheong / KCC 2022

Education
  • Sungkyunkwan University (SKKU), South Korea
    • Ph.D., Artificial Intelligence
    Mar. 2024 - present
  • Sungkyunkwan University (SKKU), South Korea
    • M.S., Artificial Intelligence
    Mar. 2022 - Feb. 2024
  • Sungkyunkwan University (SKKU), South Korea
    • B.S., Software (Computer Science)
    Mar. 2018 - Feb. 2022

I made this website from this source code.