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@article{kwon2025embodied,
title={Embodied Agents Meet Personalization: Exploring Memory Utilization for Personalized Assistance},
author={Kwon, Taeyoon and Choi, Dongwook and Kim, Sunghwan and Kim, Hyojun and Moon, Seungjun and Kwak, Beong-woo and Huang, Kuan-Hao and Yeo, Jinyoung},
journal={ICLR},
year={2026},
selected={true},
arxiv={2505.16348}
}
@inproceedings{chae2025web,
title={Web-Shepherd: Advancing PRMs for Reinforcing Web Agents},
author={Chae, Hyungjoo and Kim, Sunghwan and Cho, Junhee and Kim, Seungone and Moon, Seungjun and Hwangbo, Gyeom and Lim, Dongha and Kim, Minjin and Hwang, Yeonjun and Gwak, Minju and Choi, Dongwook and Kang, Minseok and Im, Gwanhoon and Cho, ByeongUng and Kim, Hyojun and Han, Jun Hee and Kwon, Taeyoon and Kim, Minju and Kwak, Beong-woo and Kang, Dongjin and Yeo, Jinyoung},
booktitle={NeurIPS Spotlight},
year={2025},
selected={true},
arxiv={2505.15277}
}
@inproceedings{kwak2025toolhaystack,
title={ToolHaystack: Stress-Testing Tool-Augmented Language Models in Realistic Long-Term Interactions},
author={Kwak, Beong-woo and Kim, Minju and Lim, Dongha and Chae, Hyungjoo and Kang, Dongjin and Kim, Sunghwan and Yang, Dongil and Yeo, Jinyoung},
booktitle={{Findings} of the 2025 Conference on Empirical Methods in Natural Language Processing},
year={2025},
selected={true},
arxiv={2505.23662}
}
@inproceedings{chae-etal-2025-one,
title = "One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short {C}o{T} {LLM}s in {RL}",
author = "Chae, Hyungjoo and
Kang, Dongjin and
Kim, Jihyuk and
Kwak, Beong-woo and
Park, Sunghyun and
Park, Haeju and
Yeo, Jinyoung and
Lee, Moontae and
Lee, Kyungjae",
editor = "Rehm, Georg and
Li, Yunyao",
booktitle = "Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track)",
month = jul,
year = "2025",
address = "Vienna, Austria",
publisher = "Association for Computational Linguistics",
url = "https://aclanthology.org/2025.acl-industry.85/",
pages = "1227--1243",
ISBN = "979-8-89176-288-6",
selected={true},
arxiv={2506.02338}
}
@inproceedings{yang-etal-2025-llm-meets,
title = "{LLM} Meets Scene Graph: Can Large Language Models Understand and Generate Scene Graphs? A Benchmark and Empirical Study",
author = "Yang, Dongil and
Kim, Minjin and
Kim, Sunghwan and
Kwak, Beong-woo and
Park, Minjun and
Hong, Jinseok and
Woo, Woontack and
Yeo, Jinyoung",
editor = "Che, Wanxiang and
Nabende, Joyce and
Shutova, Ekaterina and
Pilehvar, Mohammad Taher",
booktitle = "Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)",
month = jul,
year = "2025",
address = "Vienna, Austria",
publisher = "Association for Computational Linguistics",
url = "https://aclanthology.org/2025.acl-long.1036/",
pages = "21335--21360",
ISBN = "979-8-89176-251-0",
selected={true},
arxiv={2505.19510}
}
@inproceedings{kim2025can,
title={Can You Share Your Story? Modeling Clients' Metacognition and Openness for LLM Therapist Evaluation},
author={Kim, Minju and Yoo, Dongje and Hwang, Yeonjun and Kang, Minseok and Kim, Namyoung and Gwak, Minju and Kwak, Beong-woo and Chae, Hyungjoo and Kim, Harim and Lee, Yunjoong and Kim, Min Hee and Jung, Dayi and Chung, Kyong-Mee and Yeo, Jinyoung},
booktitle={{Findings} of the Association for Computational Linguistics: ACL 2025},
pages={25943--25962},
year={2025},
selected={true},
arxiv={2507.19643}
}
@inproceedings{lee2025llms,
title={Do LLMs Have Distinct and Consistent Personality? TRAIT: Personality Testset designed for LLMs with Psychometrics},
author={Lee, Seungbeen and Lim, Seungwon and Han, Seungju and Oh, Giyeong and Chae, Hyungjoo and Chung, Jiwan and Kim, Minju and Kwak, Beong-woo and Lee, Yeonsoo and Lee, Dongha and Yeo, Jinyoung and Yu, Youngjae},
journal={arXiv},
booktitle={{Findings} of the Association for Computational Linguistics: NAACL 2025},
pages={8397--8437},
year={2025},
selected={true},
arxiv={2406.14703}
}
@inproceedings{chae2024language,
title={Language Models as Compilers: Simulating Pseudocode Execution Improves Algorithmic Reasoning in Language Models},
author={Chae, Hyungjoo and Kim, Yeonghyeon and Kim, Seungone and Ong, Kai Tzu-iunn and Kwak, Beong-woo and Kim, Moohyeon and Kim, Seonghwan and Kwon, Taeyoon and Chung, Jiwan and Yu, Youngjae and Yeo, Jinyoung},
booktitle={Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing},
pages={22471--22502},
year={2024},
selected={true},
arxiv={2404.02575}
}
@inproceedings{chae2024coffee,
title={Coffee-Gym: An Environment for Evaluating and Improving Natural Language Feedback on Erroneous Code},
author={Chae, Hyungjoo and Kwon, Taeyoon and Moon, Seungjun and Song, Yongho and Kang, Dongjin and Ong, Kai and Kwak, Beong-woo and Bae, Seonghyeon and Hwang, Seung-won and Yeo, Jinyoung},
booktitle={Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing},
pages={22503--22524},
year={2024},
selected={true},
arxiv={2409.19715}
}
@inproceedings{kim2024pearl,
title={Pearl: A Review-driven Persona-Knowledge Grounded Conversational Recommendation Dataset},
author={Kim, Minjin and Kim, Minju and Kim, Hana and Kwak, Beong-woo and Kang, SeongKu and Yu, Youngjae and Yeo, Jinyoung and Lee, Dongha},
booktitle={{Findings} of the Association for Computational Linguistics ACL 2024},
pages={1105--1120},
year={2024},
selected={true},
arxiv={2403.04460}
}
@inproceedings{kim2022modularized,
title={Modularized Transfer Learning with Multiple Knowledge Graphs for Zero-shot Commonsense Reasoning},
author={Kim, Yu Jin and Kwak, Beong-woo and Kim, Youngwook and Amplayo, Reinald Kim and Hwang, Seung-won and Yeo, Jinyoung},
booktitle={Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies},
pages={2244--2257},
year={2022},
selected={true},
arxiv={2206.03715}
}
@inproceedings{kim2022dual,
title={Dual task framework for improving persona-grounded dialogue dataset},
author={Kim, Minju and Kwak, Beong-woo and Kim, Youngwook and Lee, Hong-in and Hwang, Seung-won and Yeo, Jinyoung},
booktitle={Proceedings of the AAAI conference on artificial intelligence},
volume={36},
number={10},
pages={10912--10920},
year={2022},
selected={true},
arxiv={2202.05435}
}
@inproceedings{kwak2022trustal,
title={Trustal: Trustworthy active learning using knowledge distillation},
author={Kwak, Beong-woo and Kim, Youngwook and Kim, Yu Jin and Hwang, Seung-won and Yeo, Jinyoung},
booktitle={Proceedings of the AAAI conference on artificial intelligence},
volume={36},
number={7},
pages={7263--7271},
year={2022},
selected={true},
arxiv={2201.11661}
}