What is the Visual Cognition Gap between Humans and Multimodal LLMs?
Xu Cao, Yifan Shen, Bolin Lai, Wenqian Ye, Yunsheng Ma, Joerg Heintz, Jintai Chen, Meihuan Huang, Jianguo Cao, Aidong Zhang, James M. Rehg
机构
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Department of Computer Science, University of Illinois at Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校计算机科学系）
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College of Computing, Georgia Institute of Technology（佐治亚理工学院计算机学院）
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Department of Computer Science, University of Virginia（弗吉尼亚大学计算机科学系）
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Digital Twin Lab, Purdue University（普渡大学数字孪生实验室）
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HKUST (Guangzhou)（香港科技大学（广州））
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Department of Rehabilitation Medicine, Shenzhen Children’s Hospital（深圳儿童医院康复医学系）
FairCoT: Enhancing Fairness in Text-to-Image Generation via Chain of Thought Reasoning with Multimodal Large Language Models
Zahraa Al Sahili, Ioannis Patras, Matthew Purver
机构
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School of Electronic Engineering and Computer Science, Queen Mary University of London（伦敦女王学院电子工程与计算机科学学院）
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Department of Knowledge Technologies, Jožef Stefan Institute（Jožef Stefan研究所知识技术系）
Learning novel representations of variable sources from multi-modal $\textit{Gaia}$ data via autoencoders
P. Huijse, J. De Ridder, L. Eyer, L. Rimoldini, B. Holl, N. Chornay, J. Roquette, K. Nienartowicz, G. Jevardat de Fombelle, D. J. Fritzewski, A. Kemp, V. Vanlaer, M. Vanrespaille, H. Wang, M. I. Carnerero, C. M. Raiteri, G. Marton, M. Madarász, G. Clementini, P. Gavras, C. Aerts
机构
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Institute of Astronomy, KU Leuven, Celestijnenlaan 200D, B-3001 Leuven, Belgium Millennium Institute of Astrophysics, Nuncio Monse\ nor Sotero Sanz 100, Of. 104, Providencia, Santiago, Chile Department of Astronomy, University of Geneva, Chemin Pegasi 51, 1290 Versoix, Switzerland Department of Astronomy, University of Geneva, Chemin d’Ecogia 16, 1290 Versoix, Switzerland Sednai S\`arl, Geneva, Switzerland INAF - Osservatorio Astrofisico di Torino, Via Osservatorio 20, I-10025 Pino Torinese, Italy Konkoly Observatory, HUN-REN Research Centre for Astronomy
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Earth Sciences, Konkoly Thege 15-17, 1121 Budapest, Hungary CSFK, MTA Centre of Excellence, Konkoly Thege 15-17, 1121, Budapest, Hungary INAF - Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, Bologna 40129, Italy Starion for European Space Agency, Camino bajo del Castillo, s/n, Urbanizacion Villafranca del Castillo, Villanueva de la Ca \ n ada, 28692 Madrid, Spain Department of Astrophysics, IMAPP, Radboud University Nijmegen, PO Box 9010, 6500 GL Nijmegen, The Netherlands Max Planck Institute for Astronomy, Koenigstuhl 17, 69117 Heidelberg, Germany
CommentsPublished in Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), ACL 2025. Official version: https://doi.org/10.18653/v1/2025.acl-long.1413
Journal refProceedings of the 63rd Annual Meeting of the Association for Computational Linguistics Volume 1: Long Papers (2025) 29126-29151
STRICT: Stress Test of Rendering Images Containing Text
Tianyu Zhang, Xinyu Wang, Lu Li, Zhenghan Tai, Jijun Chi, Jingrui Tian, Hailin He, Suyuchen Wang
机构
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Mila, University of Montreal（蒙特利尔大学Mila）
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McGill University（麦吉尔大学）
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University of Pennsylvania（宾夕法尼亚大学）
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University of Toronto（多伦多大学）
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University of California, Los Angeles（加州大学洛杉矶分校）
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Southwestern University of Finance and Economics（西南财经大学）
专题命中
多模态生成
：multimodal(abstract)；分类 cs.CV、cs.CL
CommentsAccepted as a main conference paper at EMNLP 2025
No Modality Left Behind: Dynamic Model Generation for Incomplete Medical Data
Christoph Fürböck, Paul Weiser, Branko Mitic, Philipp Seeböck, Thomas Helbich, Georg Langs
机构
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Computational Imaging Research Lab（计算成像研究实验室）
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Department for Biomedical Imaging and Image-guided Therapy（生物医学成像与影像引导治疗部门）
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Medical University of Vienna（维也纳医学大学）
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Comprehensive Center for Artificial Intelligence in Medicine（医学人工智能综合中心）
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Christian Doppler Laboratory for Machine Learning Driven Precision Imaging（机器学习驱动精准成像的克里斯蒂安·多普勒实验室）
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Department of Biomedical Imaging and Image-guided Therapy（生物医学成像与影像引导治疗部门）
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Athinoula A. Martinos Center for Biomedical Imaging（阿提诺拉·A·马丁努斯生物医学成像中心）
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Massachusetts General Hospital（麻省总医院）
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Harvard Medical School（哈佛医学院）
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Department of Radiology（放射科）
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Division of General and Pediatric Radiology（普通和儿童放射科部门）
