Research
研究
研究業績
カテゴリー
研究領域
年
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ReAgent: Reversible Multi-Agent Reasoning for Knowledge-Enhanced Multi-Hop QA
Zhao Xinjie, Fan Gao, Xingyu Song, Yingjian Chen, Rui Yang, Yanran Fu, Yuyang Wang, Yusuke Iwasawa, Yutaka Matsuo, Irene Li
Empirical Methods in Natural Language Processing (EMNLP 2025), Main, November 2025
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MMLU-ProX: A Multilingual Benchmark for Advanced Large Language Model Evaluation
Weihao Xuan, Rui Yang, Heli Qi, Qingcheng Zeng, Yunze Xiao, Aosong Feng, Dairui Liu, Yun Xing, Junjue Wang, Fan Gao, Jinghui Lu, Yuang Jiang, Huitao Li, Xin Li, Kunyu Yu, Ruihai Dong, Shangding Gu, Yuekang Li, Xiaofei Xie, Felix Juefei-Xu, Foutse Khomh, Osamu Yoshie, Qingyu Chen, Douglas Teodoro, Nan Liu, Randy Goebel, Lei Ma, Edison Marrese-Taylor, Shijian Lu, Yusuke Iwasawa, Yutaka Matsuo, Irene Li
Empirical Methods in Natural Language Processing (EMNLP 2025), Main, November 2025
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HealthGenie: An Knowledge-Driven LLM Framework for Tailored Dietary Guidance
Fan Gao, Xinjie Zhao, Ding Xia, Zhongyi Zhou, Rui Yang, Jinghui Lu, Hang Jiang, Chanjun Park and Irene Li
Conference on Information and Knowledge Management (CIKM 2025), October 2025
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AGENTiGraph: A Multi-Agent Knowledge Graph Framework for Interactive, Domain-Specific LLM Chatbots
Xinjie Zhao, Moritz Blum, Fan Gao, Yingjian Chen, Boming Yang, Luis Marquez-Carpintero, Mónica Pina-Navarro, Yanran Fu, So Morikawa, Yusuke Iwasawa, Yutaka Matsuo, Chanjun Park and Irene Li
Conference on Information and Knowledge Management (CIKM 2025), October 2025
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An in-depth human study of the mathematical reasoning abilities in Large Language Models
Carolina Dias-Alexiou, Edison Marrese-Taylor, Yutaka Matsuo
Proceedings of the Annual Meeting of the Association for Computational Linguistics (ACL 2025), Workshop, July 2025
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CityNav: A Large-Scale Dataset for Real-World Aerial Navigation
Jungdae Lee*, Taiki Miyanishi*, Shuhei Kurita, Koya Sakamoto, Daichi Azuma, Yutaka Matsuo, Nakamasa Inoue (* denotes equally contributed)
International Conference on Computer Vision (ICCV 2025)
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GeoProg3D: Compositional Visual Reasoning for City-Scale 3D Language Fields
Shunsuke Yasuki, Taiki Miyanishi, Nakamasa Inoue, Shuhei Kurita, Koya Sakamoto, Daichi Azuma, Masato Taki, Yutaka Matsuo
International Conference on Computer Vision (ICCV 2025)
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A Unified MDP Framework for Solving Robust, Convex, Multi-Discount Constraints, and Beyond
Toshinori Kitamura, Arnob Ghosh, Tadashi Kozuno, Kenta Hoshino, Yohei Hosoe, Kazumi Kasaura, Wataru Kumagai, Paavo Parmas, Yutaka Matsuo
Proceedings of the Reinforcement Learning Conference (RLC 2025), Finding the Frame Workshop, June 2025
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Exploring the Role of Knowledge Graph-Based RAG in Japanese Medical Question Answering with Small-Scale LLMs
Yingjian Chen, Feiyang Li, Xingyu Song, Tianxiao Li, Zixin Xu, Xiujie Chen, Issey Sukeda, Irene Li
Proceedings of the Conference on Artificial Intelligence in Medicine (AIME 2025), SLM4Health Workshop, June 2025
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Graphusion: A RAG Framework for Scientific Knowledge Graph Construction with a Global Perspective
Rui Yang, Boming Yang, Xinjie Zhao, Fan Gao, Aosong Feng, Sixun Ouyang, Moritz Blum, Tianwei She, Yuang Jiang, Freddy Lecue, Jinghui Lu, Irene Li
Proceedings of the ACM Web Conference (WWW 2025), NLP4KGC Workshop, May 2025