About Me

I’m interested in Natural Language Processing and Deep Learning.
Currently, I am a graduate student and advised by Prof. Heuiseok Lim in the NLP & AI Lab.
Please check my CV 🤗!

Contact: jin62304@gmail.com

News

• 09/2024 “PANDA: Persona Attributes Navigation for Detecting and Alleviating Overuse Problem in Large Language Models” has been accepted to EMNLP 2024.
• 09/2024 “Where am I? Large Language Models Wandering between Semantics and Structures in Long Contexts” has been accepted to EMNLP 2024.
• 09/2024 “Search if you don’t know! Knowledge-Augmented Korean Grammatical Error Correction with Large Language Models” has been accepted to Findings of EMNLP 2024.

Research Interest

• Natural Language Processing
• Dialogue System
• Information Extraction and Retrieval
• Large Language Model
• Deep Learning
  

Education

• Korea University (2021/03 - Present)
  • Ph.D. Candidate in Computer Science & Engineering
  • Natural Language Processing and Artificial Intelligence Applications
• Korea University (2013/03 - 2019/02)
  • B.S Degree Graduate in Spanish Language & Literature
  • Double majored in Language, Brain & Computer (LB & C)
    

Publications

International Conference

• PANDA: Persona Attributes Navigation for Detecting and Alleviating Overuse Problem in Large Language Models
  The 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP 2024 Main, Oral Presentation)
  Jinsung Kim, Seonmin Koo, and Heuiseok Lim
  
• Where am I? Large Language Models Wandering between Semantics and Structures in Long Contexts
  The 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP 2024 Main)
  Seonmin Koo, Jinsung Kim, YoungJoon Jang, Chanjun Park, and Heuiseok Lim
  
• Search if you don’t know! Knowledge-Augmented Korean Grammatical Error Correction with Large Language Models
  The 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP 2024 Findings)
  Seonmin Koo, Jinsung Kim, Chanjun Park, and Heuiseok Lim
  
• Revisiting Under-represented Knowledge of Latin American Literature in Large Language Models
  The 27th European Conference on Artificial Intelligence (ECAI 2024 Main, Oral Presentation)
  Jinsung Kim, Seonmin Koo, and Heuiseok Lim
  
• KEBAP: Korean Error Explainable Benchmark Dataset for ASR and Post-processing
  The 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP 2023 Main)
  Seonmin Koo, Chanjun Park, Jinsung Kim, Jaehyung Seo, Sugyeong Eo, Hyeonseok Moon, and Heuiseok Lim
  
• Explore the Way: Exploring Reasoning Path by Bridging Entities for Effective Cross-Document Relation Extraction
  The 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP 2023 Findings)
  Junyoung Son, Jinsung Kim, Jungwoo Lim, Yoonna Jang, and Heuiseok Lim
  
• Beyond Candidates : Adaptive Dialogue Agent Utilizing Persona and Knowledge
  The 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP 2023 Findings)
  Jungwoo Lim, Myunghoon Kang, Jinsung Kim, Jeongwook Kim, Yuna Hur, and Heuiseok Lim
  
• Toward Practical Automatic Speech Recognition and Post-Processing: a Call for Explainable Error Benchmark Guideline
  2023 International Conference on Machine Learning – DataPerf workshop (ICML 2023 Workshop)
  Seonmin Koo, Chanjun Park, Jinsung Kim, Jaehyung Seo, Sugyeong Eo, Hyeonseok Moon, Heuiseok Lim
• Towards Diverse and Effective Question-Answer Pair Generation from Children Storybooks
  The 61th Annual Meeting of the Association for Computational Linguistics (ACL 2023 Findings)
  Sugyeong Eo, Hyeonseok Moon, Jinsung Kim, Yuna Hur, Jeongwook Kim, and Heuiseok Lim
  
• You Truly Understand What I Need: Intellectual and Friendly Dialogue Agents grounding Knowledge and Persona
  The 2022 Conference on Empirical Methods in Natural Language Processing (EMNLP 2022 Findings)
  Jungwoo Lim, Myunghoon Kang, Yuna Hur, Seungwon Jung, Jinsung Kim, Yoona Jang, Dongyub Lee, Hyesung Ji, Donghoon Shin, Seungryong Kim, and Heuiseok Lim
  
• GRASP: Guiding model with RelAtional Semantics using Prompt
  The 29th International Conference on Computational Linguistics (COLING 2022, Oral Presentation)
  Junyoung Son, Jinsung Kim, Jungwoo Lim, and Heuiseok Lim
  
• KoCHET: a Korean Cultural Heritage corpus for Entity-related Tasks
  The 29th International Conference on Computational Linguistics (COLING 2022)
  Gyeongmin Kim, Jinsung Kim, Junyoung Son, and Heuiseok Lim
  

International Journal

• A Large-Scale Dataset for Korean Document-level Relation Extraction from Encyclopedia Texts
  Applied Intelligence, vol. 54, pp.8681-8701, 2024
  Suhyune Son, Jungwoo Lim, Seonmin Koo, Jinsung Kim, Younghoon Kim, Youngsik Lim, Dongseok Hyun, and Heuiseok Lim
• Prompt Language Learner with Trigger Generation for Dialogue Relation Extraction
  Applied Sciences, 13(22), 12414, 2023
  Jinsung Kim, Gyeongmin Kim, Junyoung Son, and Heuiseok Lim
  
• A Multi-Faceted Exploration Incorporating Question Difficulty in Knowledge Tracing for English Proficiency Assessment
  Electronics, 12(19), 4171, 2023
  Jinsung Kim, Seonmin Koo, and Heuiseok Lim
  
• Enhancing Korean Named Entity Recognition With Linguistic Tokenization Strategies
  IEEE Access, vol. 9, pp. 151814-151823, 2021
  Gyeongmin Kim, Junyoung Son, Jinsung Kim, Hyunhee Lee, and Heuiseok Lim
  
  

Domestic Conference

• Exploring Korean Question Answering Ability of Large Language Model by Question Corruption (질의 변형에 따른 거대 언어모델의 한국어 질의응답 능력 연구)
  The 36th Annual Conference on Human & Cognitive Language Technology (HCLT 2024, 한글 및 한국어정보처리 학술대회)
  Jinsung Kim, Seonmin Koo, Kinam Park, and Heuiseok Lim
  
• Examining the Ability of Large Language Model on Entity-Based Korean Question-Answering (엔티티 기반 추론을 통한 거대 언어 모델의 한국어 질의응답 능력 연구)
  The 36th Annual Conference on Human & Cognitive Language Technology (HCLT 2024, 한글 및 한국어정보처리 학술대회)
  Seonmin Koo, Jinsung Kim, Chanjun Park, Kinam Park, and Heuiseok Lim
• Mixture of Models: Towards Effective Domain Expert Ensemble of Large Language Models (Mixture of Models: 거대 언어모델 기반 효과적 도메인 전문가 앙상블 기법 연구)
  The 36th Annual Conference on Human & Cognitive Language Technology (HCLT 2024, 한글 및 한국어정보처리 학술대회)
  Kyuho Shim, Sugyeong Eo, Jinsung Kim, Seongtae Hong, Sangyoon Jun, Hoondong Kim, and Heuiseok Lim
• A Comparative Study on Korean Zero-shot Relation Extraction using a Large Language Model (거대 언어 모델을 활용한 한국어 제로샷 관계 추출 비교 연구)
  The 35th Annual Conference on Human & Cognitive Language Technology (HCLT 2023, 한글 및 한국어정보처리 학술대회)
  Jinsung Kim, Gyeongmin Kim, Kinam Park, and Heuiseok Lim
  
• Cross-document Relation Extraction using Bridging Context Identification (중간 문맥 식별 및 검색을 활용한 문서간 관계 추출)
  The 35th Annual Conference on Human & Cognitive Language Technology (HCLT 2023, 한글 및 한국어정보처리 학술대회)
  Junyoung Son, Jinsung Kim, Jungwoo Lim, Yoonna Jang, Aram So, and Heuiseok Lim
  
• An Empirical Study on the Length Granularity in Long-Form Question Answering
  The 18th Asia Pacific International Conference on Information Science and Technology (APIC-IST 2023, Best Paper)
  Hyeonseok Moon, Jinsung Kim, Kinam Park, Jeongbae Park, and Heuiseok Lim
  
• Domain-specific Korean Relation Extraction system using Prompt with Meta-Information (메타 정보를 활용한 프롬프트 기반 도메인 특화 한국어 관계 추출)
  The 34th Annual Conference on Human & Cognitive Language Technology (HCLT 2022, 한글 및 한국어정보처리 학술대회)
  Jinsung Kim, Gyeongmin Kim, Junyoung Son, Aram So, and Heuiseok Lim
  
• Methodology of Trigger Generation optimized for Dialogue Relation Extraction task (대화형 관계 추출 태스크에 최적화된 트리거 생성 방법론 )
  The 34th Annual Conference on Human & Cognitive Language Technology (HCLT 2022, 한글 및 한국어정보처리 학술대회)
  Gyeongmin Kim, Junyoung Son, Jinsung Kim, Jaechoon Jo, and Heuiseok Lim
  
• An Analysis of Named Entity Recognition System using MLM-based Language Transfer Learning (MLM 기반 언어 간 전이학습을 이용한 개체명 인식 방법론 분석)
  The 34th Annual Conference on Human & Cognitive Language Technology (HCLT 2022, 한글 및 한국어정보처리 학술대회)
  Junyoung Son, Gyeongmin Kim, Jinsung Kim, Yuna Hur, and Heuiseok Lim
  
• Dialogue Relation Extraction using Dialogue Graph (상호참조 정보와 대화 그래프를 활용한 대화 관계추출 모델 )
  The 34th Annual Conference on Human & Cognitive Language Technology (HCLT 2022, 한글 및 한국어정보처리 학술대회)
  Jungwoo Lim, Junyoung Son, Jinsung Kim, Yuna Hur, Jaehyung Seo, Yoonna Jang, Jeongbae Park, and Heuiseok Lim
  
• An Effective Segmentation Scheme for Korean Sentence Classification tasks (한국어 문장 분류 태스크에서의 효과적 분절 전략 )
  The 33rd Annual Conference on Human & Cognitive Language Technology (HCLT 2021, 한글 및 한국어정보처리 학술대회)
  Jinsung Kim, Gyeongmin Kim, Junyoung Son, and Heuiseok Lim
  

Domestic Journal

• A Comparative study on the Effectiveness of Segmentation Strategies for Korean Word and Sentence Classification tasks (한국어 단어 및 문장 분류 태스크를 위한 분절 전략의 효과성 연구)
  Journal of the Korea Convergence Society (한국융합학회), Volume 12 Issue 12, Pages.39-47, 2021
  Jinsung Kim, Gyeongmin Kim, Junyoung Son, Jeongbae Park, and Heuiseok Lim