EDUCATION

• JeonBuk National University (JBNU), Feb 2024
  B.S. in Urban Engineering and Economics (Double Major)
• Chung-Ang University (CAU), Aug 2026 (expected)
  M.S. in Department of Artificial Intelligence, Supervisor: Prof. Hwanhee Lee

RESEARCH INTERESTS

• Research Interests
  Natural Language Processing, Multi-modal Large Language Model, Adaptive-RAG.
• Current Focus
  Multi-modal Retrieval-Augmented Generation, Mechnical Interpretability

AFFILIATION AND RESEARCH EXPERIENCE

• Adobe Research (May 2025 - Present)
  COLLABORATIVE RESEARCHER
  Remote Working with Dr. David Seunghyun Yoon and Prof. Hwanhee Lee
  Theme: Agentic RAG that Recognizes Syntactic Ambiguity

• LG AI Research (Oct 2024 - Apr 2025)
  COLLABORATIVE RESEARCHER
  Remote Working with Dr. Joongbo Shin and Prof. Hwanhee Lee
  Theme: Intent Classification and Out-of-Domain Detection

• LILAB Intern (Jan 2024 - Aug 2024)
  Theme: Retrieval Augmented Generation
  Project: QA system using RAG in real estate legal domain

• CCLAB Intern (Jan 2023 - Dec 2023)
  Theme: Reinforcement Learning and LLM
  Project: Dementia diagnosis classification test based on patient speech
  Published a paper at KCC 2023 (nominated for best paper)

PROJECT

• QA system using RAG in real estate legal domain (Jan 2024 - Oct 2024)
  Supervisor: Prof. Hwanhee Lee
  Enterprise: URP

• Dementia diagnosis classification test based on patient speech (Apr 2023 - Sep 2023)
  Supervisor: Prof. Seunghoon Na
  Enterprise: Jeonbuk National University Hospital

INTERNATIONAL JOURNALS (SCIE) / TOP-TIER CONFERENCES

• How Do Large Vision-Language Models See Text in Image? Unveiling the Distinctive Role of OCR Heads- Ingeol Baek, Hwan Chang, Sunghyun Ryu, Hwanhee Lee (EMNLP, 2025)
• SAFE-SQL: Self-Augmented In-Context Learning with Fine-grained Example Selection for Text-to-SQL - Jimin Lee, Ingeol Baek, ByeongJeong Kim, Hwanhee Lee (EMNLP, 2025)
• Dynamic Label Name Refinement for Few-Shot Dialogue Intent Classification - Gyutae Park, Ingeol Baek, ByeongJeong Kim, Joongbo Shin, Hwanhee Lee (ACL, 2025)
• Probing-RAG: Self-Probing to Guide Language Models in Selective Document Retrieval - Ingeol Baek, Hwan Chang, Byeongjeong Kim, Jimin Lee, Hwanhee Lee (NAACL, 2025)
• Crafting the Path: Robust Query Rewriting for Information Retrieval - Ingeol Baek, Jimin Lee, Joonho Yang, Hwanhee Lee (IEEE Access, 2025)
• REMDoC: Reference-free Evaluation for Medical Document Summaries via Contrastive Learning - Jimin Lee, Ingeol Baek, Hwanhee Lee (IEEE Access, 2024)

DOMESTIC CONFERENCES

• KoSaul: Korean Legal Understanding Model - Ingeol Baek, Joonho Yang, Hwanhee Lee (IEIE, 2024)
• Human-aligned language model using SFT and PPO-based reinforcement learning - Ingeol Baek, Hyeonmin Lee, Seunghoon Na (KCC, 2023)

ACHIEVEMENTS

• KCC 2023 Best Paper Award: Human-aligned language model using SFT and PPO-based reinforcement learning (Dec 2023)
• 2023 National Institute of the Korean Language Artificial Intelligence Language Ability Evaluation: Story Completion Task - NCSoft Special Award (Fall 2023)

ACADEMIC SERVICES

• Reviewer - ARR Dec 2024, Feb 2025, May 2025

EXTRA CURRICULUM

• Natural Language Processing 10th Class - AI Natural Language Processing Expert Training Course Completion (Spring 2023)
• Artificial Intelligence (AI) Blockchain Professional Training 4th Class - [Advanced] Natural Language Processing Deep Learning Model Design Completion (Fall 2022)
• Artificial Intelligence (AI) Blockchain Professional Training 3rd Class - NVIDIA DLI Qualification Course Completion (Summer 2022)