LLM Meets Scene Graph: Can Large Language Models Understand and Generate Scene Graphs? A Benchmark and Empirical Study - Dongil Yang; Minjin Kim; Sunghwan Kim; Beong-woo Kwak; Minjun Park; Jinseok Hong; Woontack Woo; Jinyoung Yeo (Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), ACL 2025, Vienna, Austria, July 27 - August 1, 2025, 2025)

Can You Share Your Story? Modeling Clients' Metacognition and Openness for LLM Therapist Evaluation - Minju Kim; Dongje Yoo; Yeonjun Hwang; Minseok Kang; Namyoung Kim; Minju Gwak; Beong-woo Kwak; Hyungjoo Chae; Harim Kim; Yunjoong Lee; Min Hee Kim; Dayi Jung; et al. (Findings of the Association for Computational Linguistics, ACL 2025, Vienna, Austria, July 27 - August 1, 2025, 2025)

Do LLMs Have Distinct and Consistent Personality? TRAIT: Personality Testset designed for LLMs with Psychometrics - Seungbeen Lee; Seungwon Lim; Seungju Han; Giyeong Oh; Hyungjoo Chae; Jiwan Chung; Minju Kim; Beong-woo Kwak; Yeonsoo Lee; Dongha Lee; Jinyoung Yeo; Youngjae Yu (Findings of the Association for Computational Linguistics: NAACL 2025, Albuquerque, New Mexico, USA, April 29 - May 4, 2025, 2025)

Web-Shepherd: Advancing PRMs for Reinforcing Web Agents - Hyungjoo Chae; Sunghwan Kim; Junhee Cho; Seungone Kim; Seungjun Moon; Gyeom Hwangbo; Dongha Lim; Minjin Kim; Yeonjun Hwang; Minju Gwak; Dongwook Choi; Minseok Kang; et al. (CoRR, 2025)

Embodied Agents Meet Personalization: Exploring Memory Utilization for Personalized Assistance - Taeyoon Kwon; Dongwook Choi; Sunghwan Kim; Hyojun Kim; Seungjun Moon; Beong-woo Kwak; Kuan-Hao Huang; Jinyoung Yeo (CoRR, 2025)

LLM Meets Scene Graph: Can Large Language Models Understand and Generate Scene Graphs? A Benchmark and Empirical Study - Dongil Yang; Minjin Kim; Sunghwan Kim; Beong-woo Kwak; Minjun Park; Jinseok Hong; Woontack Woo; Jinyoung Yeo (CoRR, 2025)

ToolHaystack: Stress-Testing Tool-Augmented Language Models in Realistic Long-Term Interactions - Beong-woo Kwak; Minju Kim; Dongha Lim; Hyungjoo Chae; Dongjin Kang; Sunghwan Kim; Dongil Yang; Jinyoung Yeo (CoRR, 2025)

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL - Hyungjoo Chae; Dongjin Kang; Jihyuk Kim; Beong-woo Kwak; Sunghyun Park; Haeju Park; Jinyoung Yeo; Moontae Lee; Kyungjae Lee (CoRR, 2025)

Pearl: A Review-driven Persona-Knowledge Grounded Conversational Recommendation Dataset - Minjin Kim; Minju Kim; Hana Kim; Beong-woo Kwak; SeongKu Kang; Youngjae Yu; Jinyoung Yeo; Dongha Lee (Findings of the Association for Computational Linguistics, ACL 2024, Bangkok, Thailand and virtual meeting, August 11-16, 2024, 2024)

Language Models as Compilers: Simulating Pseudocode Execution Improves Algorithmic Reasoning in Language Models - Hyungjoo Chae; Yeonghyeon Kim; Seungone Kim; Kai Tzu-iunn Ong; Beong-woo Kwak; Moohyeon Kim; Sunghwan Kim; Taeyoon Kwon; Jiwan Chung; Youngjae Yu; Jinyoung Yeo (Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing, EMNLP 2024, Miami, FL, USA, November 12-16, 2024, 2024)

Coffee-Gym: An Environment for Evaluating and Improving Natural Language Feedback on Erroneous Code - Hyungjoo Chae; Taeyoon Kwon; Seungjun Moon; Yongho Song; Dongjin Kang; Kai Tzu-iunn Ong; Beong-woo Kwak; Seonghyeon Bae; Seung-won Hwang; Jinyoung Yeo (Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing, EMNLP 2024, Miami, FL, USA, November 12-16, 2024, 2024)

Pearl: A Review-driven Persona-Knowledge Grounded Conversational Recommendation Dataset - Minjin Kim; Minju Kim; Hana Kim; Beong-woo Kwak; Soyeon Chun; Hyunseo Kim; SeongKu Kang; Youngjae Yu; Jinyoung Yeo; Dongha Lee (CoRR, 2024)

Language Models as Compilers: Simulating Pseudocode Execution Improves Algorithmic Reasoning in Language Models - Hyungjoo Chae; Yeonghyeon Kim; Seungone Kim; Kai Tzu-iunn Ong; Beong-woo Kwak; Moohyeon Kim; Seonghwan Kim; Taeyoon Kwon; Jiwan Chung; Youngjae Yu; Jinyoung Yeo (CoRR, 2024)

Do LLMs Have Distinct and Consistent Personality? TRAIT: Personality Testset designed for LLMs with Psychometrics - Seungbeen Lee; Seungwon Lim; Seungju Han; Giyeong Oh; Hyungjoo Chae; Jiwan Chung; Minju Kim; Beong-woo Kwak; Yeonsoo Lee; Dongha Lee; Jinyoung Yeo; Youngjae Yu (CoRR, 2024)

Coffee-Gym: An Environment for Evaluating and Improving Natural Language Feedback on Erroneous Code - Hyungjoo Chae; Taeyoon Kwon; Seungjun Moon; Yongho Song; Dongjin Kang; Kai Tzu-iunn Ong; Beong-woo Kwak; Seonghyeon Bae; Seung-won Hwang; Jinyoung Yeo (CoRR, 2024)

TrustAL: Trustworthy Active Learning Using Knowledge Distillation - Beong-woo Kwak; Youngwook Kim; Yu Jin Kim; Seung-won Hwang; Jinyoung Yeo (Thirty-Sixth AAAI Conference on Artificial Intelligence, AAAI 2022, Thirty-Fourth Conference on Innovative Applications of Artificial Intelligence, IAAI 2022, The Twelveth Symposium on Educational Advances in Artificial Intelligence, EAAI 2022 Virtual Event, February 22 - March 1, 2022, 2022)

Dual Task Framework for Improving Persona-Grounded Dialogue Dataset - Minju Kim; Beong-woo Kwak; Youngwook Kim; Hong-in Lee; Seung-won Hwang; Jinyoung Yeo (Thirty-Sixth AAAI Conference on Artificial Intelligence, AAAI 2022, Thirty-Fourth Conference on Innovative Applications of Artificial Intelligence, IAAI 2022, The Twelveth Symposium on Educational Advances in Artificial Intelligence, EAAI 2022 Virtual Event, February 22 - March 1, 2022, 2022)

Modularized Transfer Learning with Multiple Knowledge Graphs for Zero-shot Commonsense Reasoning - Yu Jin Kim; Beong-woo Kwak; Youngwook Kim; Reinald Kim Amplayo; Seung-won Hwang; Jinyoung Yeo (Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, NAACL 2022, Seattle, WA, United States, July 10-15, 2022, 2022)

TrustAL: Trustworthy Active Learning using Knowledge Distillation - Beong-woo Kwak; Youngwook Kim; Yu Jin Kim; Seung-won Hwang; Jinyoung Yeo (CoRR, 2022)

Dual Task Framework for Improving Persona-grounded Dialogue Dataset - Minju Kim; Beong-woo Kwak; Youngwook Kim; Hong-in Lee; Seung-won Hwang; Jinyoung Yeo (CoRR, 2022)

Modularized Transfer Learning with Multiple Knowledge Graphs for Zero-shot Commonsense Reasoning - Yu Jin Kim; Beong-woo Kwak; Youngwook Kim; Reinald Kim Amplayo; Seung-won Hwang; Jinyoung Yeo (CoRR, 2022)