AssistedDS: Benchmarking How External Domain Knowledge Assists LLMs in Automated Data Science
机构 * University of Minnesota(明尼苏达大学) ; Cisco Research(思科研究) ; Stony Brook University(石溪大学) ; University of Chicago(芝加哥大学) ; University of Michigan(密歇根大学)
高校专区
机构 * University of Minnesota(明尼苏达大学) ; Cisco Research(思科研究) ; Stony Brook University(石溪大学) ; University of Chicago(芝加哥大学) ; University of Michigan(密歇根大学)
机构 * University of Michigan Ann Arbor(密歇根大学安娜堡分校) ; University of Illinois Urbana-Champaign(伊利诺伊大学厄巴纳-香槟分校)
机构 * University of Texas at Austin(德克萨斯大学奥斯汀分校) ; University of Michigan, Ann Arbor(密歇根大学安娜堡分校) ; University of Florida(佛罗里达大学)
Comments Published at EMNLP 2025 Main Conference
机构 * University of Michigan(密歇根大学)
Comments NeurIPS 2025
机构 * Department of Robotics, University of Michigan(机器人学系,密歇根大学)
机构 * Department of Computer Science, Columbia University, New York, NY, USA(哥伦比亚大学计算机科学系) ; Department of Computer Science(计算机科学系) ; Engineering, University of Michigan, MI, USA(密歇根大学工程学院)
机构 * Department of Robotics(机器人学系) ; University of Michigan(密歇根大学) ; Universite Paris-Saclay(巴黎-萨克莱大学) ; CNRS(国家科学研究中心) ; Centrale-Supélec(中央-圣艾克苏佩里) ; Laboratoire des Signaux et Systèmes(信号与系统实验室) ; Department of Electrical Engineering and Computer Science(电气与计算机工程系)
机构 * GESIS - Leibniz Institute for the Social Sciences(莱比锡社会科学研究所) ; IRLab, CITIC Research Centre, Universidade da Coruña(IR实验室,CITIC研究中心,科鲁纳大学) ; Fondazione Bruno Kessler & Universidade de Santiago de Compostela(布鲁诺·凯斯勒基金会 & 圣萨尔瓦多大学) ; University of Michigan(密歇根大学) ; RWTH Aachen University(亚琛工业大学)
机构 * University of Michigan(密歇根大学) ; Stanford University(斯坦福大学) ; University of Illinois Urbana–Champaign(伊利诺伊大学厄巴纳-香槟分校)
机构 * TAMU(德克萨斯大学) ; NYU(纽约大学) ; KAIST(韩国科学技术院) ; Umich(密歇根大学) ; HKU(香港大学)
机构 * Independent Researcher(独立研究者) ; Duke University(杜克大学) ; Georgia Institute of Technology(佐治亚理工学院) ; University of Michigan(密歇根大学) ; University of Texas at Dallas(德克萨斯大学达拉斯分校) ; University of California, Irvine(加州大学尔湾分校)
Comments Healthcare AI, Medical Text Classification,LLM, DistilBERT
机构 * University of Michigan(密歇根大学)
机构 * School of Chemical, Materials, and Biomedical Engineering, University of Georgia(化学、材料与生物医学工程学院,佐治亚大学) ; Institute for Artificial Intelligence, University of Georgia(人工智能研究所,佐治亚大学) ; Pathology Core, Unit for Laboratory Animal Medicine, University of Michigan(病理核心,实验室动物医学单位,密歇根大学) ; School of Environmental, Civil, Agricultural and Mechanical Engineering, College of Engineering, University of Georgia(环境、土木、农业和机械工程学院,工程学院,佐治亚大学) ; College of Public Health, University of Georgia, Department of Epidemiology & Biostatistics(公共健康学院,佐治亚大学,流行病学与生物统计学系) ; Department of Data Science, Ying Wu College of Computing, New Jersey Institute of Technology(数据科学系,英伟学院计算机学院,新泽西理工学院) ; McGovern Institute for Brain Research, Massachusetts Institute of Technology(麦戈文脑研究所,麻省理工学院) ; Division of Trauma, Emergency Surgery, and Surgical Critical Care at the Massachusetts General Hospital(麻省总医院创伤、急诊手术和外科重症护理部) ; University of Michigan(密歇根大学)
机构 * Department of Mathematics, Boston College(数学系,波士顿学院) ; EECS, University of Michigan(电子工程与计算机科学系,密歇根大学)
机构 * University of Michigan - Ann Arbor(密歇根大学安阿伯分校) ; University of Toronto(多伦多大学) ; Vector Institute(向量研究所) ; MPI for Intelligent Systems, Tubingen, Germany(图宾根德国智能系统研究所)
Comments Preprint (Paper under review)
机构 * University of Texas at Dallas(德克萨斯大学达拉斯分校) ; Independent Researcher(独立研究者) ; Georgia Institute of Technology(佐治亚理工学院) ; University of Michigan- Ann Arbor(密歇根大学安娜堡分校)
机构 * Robotics, University of Michigan(机器人学,密歇根大学) ; School of Mechanical Engineering, Shanghai Jiao Tong University(上海交通大学机械工程学院)
机构 * Ming Hsieh Department of Electrical and Computer Engineering, University of Southern California, Los Angeles, CA 90089, USA(美国南加州大学明希斯电气与计算机工程系) ; Department of Aerospace Engineering, University of Michigan, Ann Arbor, MI 48109, USA(美国密歇根大学航空航天工程系) ; Elmore Family School of Electrical and Computer Engineering, Purdue University, West Lafayette, IN 47907, USA(美国普渡大学埃尔莫家庭电气与计算机工程学院)
Journal ref International Conference on Machine Learning (ICML) 2025
机构 * University of California, Riverside(加州大学河滨分校) ; University of Michigan(密歇根大学) ; Meta AI
Comments 39th Conference on Neural Information Processing Systems (NeurIPS 2025); Project Website: rdd-neurips.github.io
机构 * University of Michigan(密歇根大学)
Comments NeurIPS D&B 2025 (Spotlight) | Benchmark: https://github.com/ml-energy/benchmark | Leaderboard: https://ml.energy/leaderboard
机构 * Harvard University(哈佛大学) ; University of North Carolina at Chapel Hill(北卡罗来纳大学教堂山分校) ; University of Michigan(密歇根大学)
机构 * Broad Institute of MIT and Harvard(MIT和哈佛大学Broad研究所) ; University of Michigan Medical School(密歇根大学医学院)
Comments accepted to BioImage Computing workshop @ ICCV 2025
机构 * Department of Electrical Engineering and Computer Science University of Michigan, Ann Arbor(电气工程与计算机科学系 密歇根大学 安阿伯分校) ; Department of Industrial and Operations Engineering University of Michigan, Ann Arbor(工业与运营工程系 密歇根大学 安阿伯分校)
Comments 67 pages, 12 figures
机构 * organization= Department of Electrical \& Electronic Engineering, Bangladesh University of Business ; organization= Department of Electrical Engineering ; Computer Science, University of Michigan , country= United States
机构 * University of Michigan(密歇根大学) ; Northeastern University(东北大学) ; University of Washington(华盛顿大学) ; Harvard University(哈佛大学) ; Beijing Jiaotong University(北京交通大学) ; University of Rochester(罗切斯特大学) ; School of Earth Sciences(地球科学学院)
机构 * University of Michigan(密歇根大学) ; Adobe Research(Adobe研究)
Comments Accepted to Cross-Cultural Considerations in NLP (C3NLP Workshop at NAACL 2025) -- Outstanding Paper Award
机构 * University of Michigan(密歇根大学) ; University of California San Diego(加州大学圣地亚哥分校) ; Carnegie Mellon University(卡内基梅隆大学)
机构 * University of Alabama(阿拉巴马大学) ; University of South Florida(佛罗里达州立大学) ; New York University(纽约大学) ; University of Michigan(密歇根大学) ; Texas Tech University(得克萨斯科技大学)
机构 * University of Michigan - Ann Arbor, USA(密歇根大学安娜堡分校) ; Texas State University(德克萨斯州立大学)
机构 * Department of Computer Science and Engineering University of Michigan(计算机科学与工程系 密歇根大学)