Notice: The current evaluation report is intended solely for the purpose of soliciting comments. The team kindly requests your valuable feedback and suggestions. We are committed to continuously revising the report based on the available evidence.

Background

From drug evaluation to AI assessment, and from business and finance benchmarking to social program evaluation, the significance of evaluation and benchmarks cannot be overstated, particularly in safety-critical, mission-critical, or business-critical contexts. The Bench100 initiative aims to recognize the most notable accomplishments in the domains of evaluation and benchmarks across diverse disciplines, including medicine, economics, social science, computer science, and psychology. With contributions from 462 distinguished individuals, including six Nobel Prize and five Turing Prize laureates, Bench100 not only acknowledges exceptional evaluation and benchmarking efforts but also serves as a guiding compass, navigating the intricate landscape of technological evaluations and progress.

Evaluation Standards

We identify the most outstanding evaluation and benchmark achievements that are characterized by original ideas, significant impacts, and wide applicability. Our evaluation criteria include:

  • Originality and Innovation: We prioritize evaluation and benchmark works that are original or pioneering in their approach, bringing new perspectives and methodologies to the field.
  • Broad Usage: We select evaluation and benchmark achievements that have gained widespread recognition and application in their respective fields. These are the works that have made a substantial impact and are widely adopted by professionals.
  • Open Source: We give priority to evaluation and benchmark achievements that are open source, ensuring accessibility and allowing for community verification. Open source works promote transparency, collaboration, and the advancement of knowledge in the field.

By adhering to these evaluation criteria, we aim to showcase the most influential and impactful evaluation and benchmark works, providing guidance and inspiration for advancements in various disciplines.

Bench100: Top 100 Benchmarks & Evaluation achievements(1896-2021)

The data and figures presented here are derived from the technical report that will be released during the 2023 BenchCouncil International Federated Intelligent Computing and Chip Conferences (FICC 2023).

Overview of Top Benchmarks & Evaluation achievements

When considering the main contributors, we will only include the following in the list:

  • The first author, including authors with equal contribution.
  • The corresponding author, or the last author if there is no corresponding author.

If you have any comments or suggestions regarding the list, please feel free to email us at benchcouncil.evaluation@gmail.com.

Top Benchmarks & Evaluation Contributors

Ranking Contributor Grade Institution Country
1 Austin Bradford Hill 2.00 University of London UK
1 Guido M. Imbens 2.00 Stanford University USA
1 Hubert M. Blalock Jr 2.00 University of Washington USA
1 Jim Gray 2.00 Digital Equipment Corp USA
1 R. Michael Furr 2.00 Wake Forest University USA
2 Andrew Zisserman 1.50 University of Oxford UK
2 Angus Deaton 1.50 Princeton University USA
2 David J. Lilja 1.50 University of Minnesota USA
3 Jack J. Dongarra 1.33 University of Tennessee USA
4 Richard H. Thaler 1.17 University of Chicago USA
5 Adi Imsirovic 1.00 Oxford Institute for Energy Studies UK
5 Anol Bhattacherjee 1.00 University of South Florida USA
5 Arthur Melvin Okun 1.00 Yale University USA
5 Bernard Marr 1.00 Cranfield School of Management UK
5 Charles Spearman 1.00 University College London UK
5 Corrado Gini 1.00 University of Padua Italy
5 David J. DeWitt 1.00 University of Wisconsin USA
5 David T. Kearns 1.00 Xerox Corporation USA
5 Dennis M. Conti 1.00 National Bureau of Standards USA
5 Diane Ravitch 1.00 New York University USA
5 Donald J. Treiman 1.00 University of California Los Angeles USA
5 Donald T. Campbell 1.00 Lehigh University USA
5 E. O. Joslin 1.00 USAF USA
5 Earl Babbie 1.00 Chapman University USA
5 Eckhard Platen 1.00 University of Technology Sydney Australia
5 Eric Ries 1.00 Long-Term Stock Exchange USA
5 Eugene Garfield 1.00 Institute for Scientific Information USA
5 Gary Siuzdak 1.00 The Scripps Institute USA
5 Gene V. Glass 1.00 University of Colorado USA
5 George Rasch 1.00 University of Copenhagen Denmark
5 Henk F. Moed 1.00 Elsevier Holland
5 J. E. Hirsch 1.00 University of California San Diego USA
5 J. Kent Crawford 1.00 PM Solutions USA
5 Jacob Cohen 1.00 New York University USA
5 Joe Zhu 1.00 Worcester Polytechnic Institute USA
5 John J. Irwin 1.00 University of California San Francisco USA
5 John L.Henning 1.00 Sun Microsystems USA
5 Jonathan J. Hull 1.00 University at Buffalo USA
5 Joseph S. Wholey 1.00 Uniuersity of Southern California USA
5 Joy Palmer 1.00 NONE NONE
5 Karol J. Piczak 1.00 Warsaw University of Technology Poland
5 Ken Lang 1.00 Carnegie Mellon University USA
5 Klaus Krippendorff 1.00 University of Pennsylvania USA
5 Li Deng 1.00 Microsoft USA
5 Louis L. Thurstone 1.00 University of Chicago USA
5 Lutz Prechelt 1.00 Freie Universitat Berlin Germany
5 Mark Jeffery 1.00 Northwestern University USA
5 Omri Serlin 1.00 Transaction Processing Performance Council USA
5 Paul Kline 1.00 University of Exeter UK
5 Peter Karp 1.00 SRI International USA
5 Philippe Jorion 1.00 University of California at Irvine USA
5 Reinhold P Weicker 1.00 Siemens Corporate Research and Technology Inc USA
5 RoBert M. Guion 1.00 Bowling Green State University USA
5 Robert C. Camp 1.00 Indiana University of Pennsylvania USA
5 Robert Edenborough 1.00 Selection Research Limited USA
5 Robert G. Eccles 1.00 Harvard University USA
5 Ronald A. Fisher 1.00 University of London UK
5 Scott R. Evans 1.00 Harvard University USA
5 Simon Kuznets 1.00 National Bureau of Economic Research USA
5 Suzan L. Jackson 1.00 Medical University of South Carolina USA
5 Theresa J.B. Kline 1.00 University of Calgary Canada
5 Thomsd R. Black 1.00 University Of Surrey UK
5 V.V. Bhanojirao 1.00 National University of Singapore Singapore
5 William Anderson McCall 1.00 Columbia University USA
5 William D. Norcott 1.00 Oracle Corporation USA
5 William Yang Wang 1.00 University of California Santa Barbara USA
5 Yoshua Bengio 1.00 Université de Montréal Canada
5 harold kerzner 1.00 International Institute for Learning USA
6 Alexander Osterwalder  0.83 Strategyzer Switzerland
6 Dan Hendrycks 0.83 UC Berkeley USA
6 Daniel Kahneman 0.83 Princeton University USA
6 David Patterson 0.83 UC Berkeley USA
6 Deborah E. Rupp 0.83 George Mason University USA
6 George C. Thornton III 0.83 Colorado state University USA
6 Jianfeng Zhan 0.83 ICT CAS China
6 Yves Pigneur 0.83 University of Lausanne Switzerland
7 Esther Duflo 0.67 MIT USA
7 Guisong Xia 0.67 Wuhan University China
7 Luc Van Gool 0.67 ETH Zurich Switzerland
7 Michael W. Weiner 0.67 University of California San Francisco USA
7 Pang Wei Koh 0.67 Stanford University USA
7 Piotr Luszczek 0.67 University of Tennessee USA
7 Tianzi Jiang 0.67 IACAS China
8 Matei Zaharia 0.53 Stanford University USA
9 AJ KleinOsowski 0.50 University of Minnesota USA
9 Albert O. Hirschman 0.50 UC Berkeley USA
9 Anthony Saunders 0.50 New York University USA
9 B. A. Wichmann 0.50 National Physical Laboratory UK
9 Charles Dow 0.50 The Wall Street Journal USA
9 Charles W. Hofer 0.50 University of Georgia USA
9 Christopher Alan Lewis 0.50 Warwick University UK
9 Craig Knox 0.50 University of Alberta Canada
9 Daniel Nettle 0.50 University of Newcastle Australia
9 David A. Kenny 0.50 University of Connecticut USA
9 David L. Goetsch 0.50 Northwest Florida State College USA
9 David R. Kaeli 0.50 Northeastern University USA
9 David W. Hosmer 0.50 University of Massachusetts USA
9 Delbert C. Miller 0.50 Indiana University USA
9 Donald L. Thistlewaite 0.50 Vanderbilt University USA
9 Douglas W. Vorhies 0.50 University of Mississippi USA
9 E Garfield 0.50 Institute for Scientific Information USA
9 Edward G. Carmines 0.50 Indiana University USA
9 Edward Jones 0.50 The Wall Street Journal USA
9 Elizabeth D. Dolan 0.50 Northwestern University USA
9 Elko J.Kleinschmidt 0.50 McMaster University Canada
9 Erez Perelman 0.50 University of California San Diego USA
9 Erik F. Tjong Kim Sang 0.50 University of Antwerp Belgium
9 Fien De Meulder 0.50 University of Antwerp Belgium
9 H Zijlstra 0.50 Elsevier Holland
9 H. J. Curnow 0.50 Central Computer and Telecommunications Agency UK
9 Hanoch Livneh 0.50 Portland state University USA
9 IH Sher 0.50 Institute for Scientific Information USA
9 Jeffrey Dean 0.50 Google USA
9 Jeffrey M. Wooldridge 0.50 Michigan State University USA
9 Jens Axboe 0.50 Fusion-io USA
9 Joao Carreira 0.50 Google USA
9 John Hennessy 0.50 Stanford University USA
9 John Muellbaue 0.50 University of Oxford UK
9 Jorge J.Moré 0.50 Argonne National Laboratory USA
9 Julian C. Stanley 0.50 The Johns Hopkins University USA
9 Jürgen Cox 0.50 Max Planck Institute of Biochemistry Germany
9 Kai Sachs 0.50 Technische Universität Darmstadt Germany
9 Kirk W. Cameron 0.50 Virginia Tech USA
9 Lars Otto 0.50 University of Copenhagen Denmark
9 Lei Wang 0.50 ICT CAS China
9 Les Bell 0.50 University of Leicester UK
9 Les Porter 0.50 Oakland Consulting plc UK
9 Lieven Eeckhout 0.50 Ghent University Belgium
9 Linda allen 0.50 New York University USA
9 Lizy Kurian John 0.50 University of Texas at Austin USA
9 Luiz André Barroso 0.50 Google USA
9 Martie Haselton 0.50 University of California Los Angeles USA
9 Matthias Mann 0.50 Max Planck Institute of Biochemistry Germany
9 Michael Armstrong 0.50 Chartered Institute of Personnel and Development (CIPD) UK
9 Michael Wilson 0.50 University of Alberta Canada
9 Neil A. Morgan 0.50 University of North CarolinaChapel Hill USA
9 Neil J. Salkind 0.50 University of Kansas USA
9 Orris C. Herfindahl 0.50 Columbia University USA
9 Peter Bogetoft 0.50 Copenhagen Business School Denmark
9 Philip H. Dybvig 0.50 Yale University USA
9 R McCullough 0.50 Elsevier Holland
9 ROBERT GRAVLIN COOPER 0.50 McMaster University Canada
9 Reuben M. Baron 0.50 University of Connecticut USA
9 Richard A. Zeller 0.50 Bowling Green State University USA
9 Richard F. Antonak 0.50 University of New Hampshire USA
9 Robert B. Carton 0.50 Western Carolina University USA
9 Stanley B. Davis 0.50 NONE NONE
9 Stanley Lemeshow 0.50 The Ohio State University USA
9 Stephen A Ross 0.50 Yale University USA
9 Stephen Taylor 0.50 Chartered Institute of Personnel and Development (CIPD) UK
9 Steve Tanner 0.50 The European Centre for Business Excellence
9 Susan Athey 0.50 Stanford University USA
9 Thomas Dietterich 0.50 Oregon State University USA
9 Timothy Sherwood 0.50 University of California San Diego USA
9 Tony Bush 0.50 University of Nottingham UK
9 Vincent Fu 0.50 Fusion-io USA
9 Wu-chun Feng 0.50 Virginia Tech USA
9 jane Lewis 0.50 National Centre for Social Research UK
9 jane ritchie 0.50 National Centre for Social Research UK
9 kate miriam Loewenthal 0.50 University of London UK
10  James Hays 0.33 Brown University USA
10 Abhijit Banerjee 0.33 MIT USA
10 Adam Silberstein 0.33 Yahoo! USA
10 Adina Williams 0.33 Facebook USA
10 Ahmad Ghazal 0.33 Teradata Corp. USA
10 Aishwarya Agrawal 0.33 Virginia Tech USA
10 Alan Schwartz 0.33 UC Berkeley USA
10 Alan Smith 0.33 University of Lausanne Switzerland
10 Alberto Medina 0.33 Boston University USA
10 Alex Krizhevsky 0.33 University of Toronto Canada
10 Alex Wang 0.33 New York University USA
10 Alexander Faithfull 0.33 IT University of Copenhagen Denmark
10 Ali Mollahosseini 0.33 University of Denver USA
10 Alina Kuznetsova 0.33 Google USA
10 Alistair E.W. Johnson 0.33 MIT USA
10 Allan Friedman 0.33 Duke University USA
10 Almutaz Adileh 0.33 EPFL Switzerland
10 Amanpreet Singh 0.33 New York University USA
10 Amos Tversky 0.33 Stanford University USA
10 Andre van Schaik 0.33 Western Sydney University Australia
10 Andreas Geiger 0.33 Karlsruhe Institute of Technology Germany
10 Andrew Pavlo 0.33 Carnegie Mellon University USA
10 Andrew Rabinovich 0.33 Magic LeapInc. USA
10 Andrew Waterman 0.33 UC Berkeley USA
10 Andrey Ignatov 0.33 ETH Zurich Switzerland
10 Antonio Torralba 0.33 MIT USA
10 Anukool Lakhina 0.33 Boston University USA
10 Arsha Nagrani 0.33 University of Oxford UK
10 Arvind Arasu 0.33 Stanford University USA
10 Asli Demirgüç-Kunt 0.33 World Bank USA
10 Atila Abdulkadiroglu 0.33 Duke University USA
10 Babak Falsafi 0.33 EPFL Switzerland
10 Behzad Hasani 0.33 University of Denver USA
10 Benjamin Bischke 0.33 German Research Center for Artificial Intelligenc Germany
10 Bernt Schiele 0.33 MPI Informatics Germany
10 Bharath Ramsundar 0.33 Stanford University USA
10 Bjorn Andersen 0.33 University of Pittsburgh USA
10 Bo Cao 0.33 ICT CAS China
10 Bo Huang 0.33 Intel China
10 Bob Lantz 0.33 Stanford University USA
10 Brandon Heller 0.33 Stanford University USA
10 Brendan Dolan-Gavitt 0.33 New York University USA
10 Brendan G. Carr 0.33 University of Pennsylvania USA
10 Brent Chun 0.33 Intel USA
10 Brian Babcock 0.33 Stanford University USA
10 Brian F. Cooper 0.33 Yahoo! USA
10 Brian Shoichet 0.33 University of California San Francisco USA
10 Caglar Gulcehre 0.33 Université de Montréal Canada
10 Cameron Neylon 0.33 Science and Technology Facilities Council UK
10 Carlo Tomasi 0.33 Duke University USA
10 Chenglin Liu 0.33 IACAS China
10 Chengxiang Qiu 0.33 IACAS China
10 Chi-Keung Luk 0.33 Intel USA
10 Christian Bienia 0.33 Princeton University USA
10 Christopher Jacoby 0.33 New York University USA
10 Chunjie Luo 0.33 ICT CAS China
10 Claire ODonovan 0.33 European Bioinformatics Institute UK
10 Cliff Addison 0.33 University of Westminster UK
10 Cody Coleman 0.33 Stanford University USA
10 Collin Burns 0.33 Columbia University USA
10 Cortlandt Cammann 0.33 Capella University USA
10 Cynthia G. Kinnan 0.33 Northwestern University USA
10 Damian Borth 0.33 German Research Center for Artificial Intelligenc Germany
10 Daniel DeTone 0.33 ETH Zurich Switzerland
10 Daniel P. W. Ellis 0.33 Google USA
10 Dario Taraborelli 0.33 Wikimedia Foundation USA
10 David Culler 0.33 UC Berkeley USA
10 David Stillwell 0.33 University of Cambridge UK
10 Debin Zhao 0.33 ICT CAS China
10 Deepak Narayanan 0.33 Stanford University USA
10 Djellel Eddine Difallah 0.33 University of Fribourg Switzerland
10 Dmitry Kalenichenko 0.33 Google USA
10 Donald B. Yarbrough 0.33 University of Iowa USA
10 Dong Yi 0.33 IACAS China
10 Douwe Kiela 0.33 Facebook USA
10 Dumitru Erhan 0.33 Université de Montréal Canada
10 Edward E. Lawler III 0.33 the University of Southern California USA
10 Ergys Ristani 0.33 Duke University USA
10 Eric Learned-Miller 0.33 University of Massachusetts Amherst USA
10 Erich Strohmaier 0.33 University of Tennessee USA
10 Erik Bernhardsson 0.33 Better Inc USA
10 Evelyn Duesterwald 0.33 Hewlett Packard Enterprise USA
10 F. Cerutti 0.33 CERN Switzerland
10 Fei Yin 0.33 IACAS China
10 Flora A.Caruthers 0.33 OPPAGA USA
10 Florent Bedecarrats 0.33 University of Oxford UK
10 Florent Perronnin 0.33 Xerox Corporation France
10 Florian Schroff 0.33 Google USA
10 Francesco Solera 0.33 University of Modena and Reggio Emilia Italy
10 Francois Roubaud 0.33 University of Oxford UK
10 G. Battistoni 0.33 INFN sezione di Milano Italy
10 GaieskiDavid F. MD 0.33 University of Pennsylvania USA
10 Gary B. Huang 0.33 University of Massachusetts Amherst USA
10 Geert Bouckaert 0.33 University of Potsdam Germany
10 Geoffrey Hinton 0.33 University of Toronto Canada
10 Greg Brockman 0.33 OpenAI USA
10 Gregory Cohen 0.33 Western Sydney University Australia
10 Guoguo Chen 0.33 The Johns Hopkins University USA
10 Hans W. Meuer 0.33 University of Mannheim Germany
10 Hans-Arno Jacobsen 0.33 University of Toronto Canada
10 Hassan Rom 0.33 Google USA
10 Holger Caesar 0.33 nuTonomy USA
10 Howard E. Freeman 0.33 Vanderbilt University USA
10 Hugo Larochelle 0.33 Université de Montréal Canada
10 I. Pitas 0.33 Aristotle University of Thessaloniki Greece
10 IC Wolton 0.33 University of Westminster UK
10 Irene Kotsia 0.33 Aristotle University of Thessaloniki Greece
10 Isabelle guerin 0.33 University of Oxford UK
10 J. Matthew Edwards 0.33 University of Pennsylvania USA
10 Jack L. Knetsch 0.33 Simon Fraser University Canada
10 Jacob Steinhardt 0.33 UC Berkeley USA
10 James A. Ang 0.33 Sandia National Laboratories USA
10 James Bucek 0.33 Hewlett Packard Enterprise USA
10 James Philbin 0.33 Google USA
10 Jason Priem 0.33 University of North CarolinaChapel Hill USA
10 Jennifer Widom 0.33 Stanford University USA
10 Jian Zhang 0.33 Stanford University USA
10 Jianxiong Xiao 0.33 MIT USA
10 Jiasen Lu 0.33 Virginia Tech USA
10 Jie Huang 0.33 Intel China
10 Jingwen Hu 0.33 Wuhan University China
10 Johann Prenninger 0.33 University of Pittsburgh USA
10 John Byers 0.33 Boston University USA
10 John Halligan 0.33 University of Canberra Australia
10 John Rust 0.33 University of Cambridge UK
10 Jongwoo Lim 0.33 Hanyang University Korea
10 Joon Son Chung 0.33 University of Oxford UK
10 Jort F. Gemmeke 0.33 Google USA
10 Joseph Paul Cohen 0.33 Université de Montréal Canada
10 Joshua D. Angrist 0.33 MIT USA
10 Juan Pablo Bello 0.33 New York University USA
10 Julia M. Barbarino 0.33 Stanford University USA
10 Junyoung Chung 0.33 Université de Montréal Canada
10 Jure Leskovec 0.33 Stanford University USA
10 Justin Salamon 0.33 New York University USA
10 János Benjamin Antal 0.33 Budapest University of Technology and Economics Hungary
10 Jóakim v. Kistowski 0.33 University of Würzburg Germany
10 Kai Li 0.33 Princeton University USA
10 Ke Yan 0.33 National Institutes of Health USA
10 Keeva Cochrane 0.33 European Bioinformatics Institute UK
10 Kenneth Haug 0.33 European Bioinformatics Institute UK
10 Kevin Skadron 0.33 University of Virginia USA
10 Kexin Huang 0.33 Harvard University USA
10 Khanh G. Tang 0.33 University of California San Francisco USA
10 Kim Hazelwood 0.33 Intel USA
10 Klaus-Dieter Lange 0.33 Hewlett Packard Enterprise USA
10 Kyle B. Wheeler 0.33 Sandia National Laboratories USA
10 Lan Dao 0.33 Université de Montréal Canada
10 Luca Marchesotti 0.33 Xerox Corporation France
10 Lyn M. Shulha 0.33 Queens University at kingston Canada
10 Maciej Besta 0.33 ETH Zurich Switzerland
10 Marius Cordts 0.33 Daimler AG Germany
10 Mark Everingham 0.33 University of Leeds UK
10 Mark W. Lipsey 0.33 Vanderbilt University USA
10 Martin Aumüller 0.33 IT University of Copenhagen Denmark
10 Martin Čihák 0.33 World Bank USA
10 Marvin Ritter 0.33 Google USA
10 Marwan Mattar 0.33 University of Massachusetts Amherst USA
10 Matthew Meyerson 0.33 Cancer genome characterization centres USA
10 Matthias Fey 0.33 TU Dortmund University Germany
10 Max Bartolo 0.33 University College London UK
10 Mic Bowman 0.33 Intel USA
10 Michael A. Heroux 0.33 Sandia National Laboratories USA
10 Michael Boyer 0.33 University of Virginia USA
10 Michael Ferdman 0.33 Carnegie Mellon University USA
10 Michael Kremer 0.33 University of California Los Angeles USA
10 Michael Maire 0.33 Toyota Technological Institute at Chicago USA
10 Michal Kosinski 0.33 Stanford University USA
10 Michelle Whirl-Carrillo 0.33 Stanford University USA
10 Ming-Hsuan Yang 0.33 University of California at Merced USA
10 Mohamed Omran 0.33 MPI Informatics Germany
10 Mohammad H. Mahoor 0.33 University of Denver USA
10 Naila Murray 0.33 Universitat Autònoma de Barcelona Spain
10 Nick McKeown 0.33 Stanford University USA
10 Niu Huang 0.33 University of California San Francisco USA
10 O. J. F. Martin 0.33 Université catholique de Louvain Belgium
10 Oscar Beijbom 0.33 nuTonomy USA
10 P.R. Sala 0.33 INFN sezione di Milano Italy
10 Parag A. Pathak 0.33 MIT USA
10 Pascaline Dupas 0.33 Harvard University USA
10 Patrick Helber 0.33 TU Kaiserslautern Germany
10 Patrick Hulin 0.33 MIT USA
10 Patrick Min 0.33 Princeton University USA
10 Paul Morrison 0.33 Fontbonne University USA
10 Paul-Edouard Sarlin 0.33 ETH Zurich Switzerland
10 Peng Qi 0.33 Stanford University USA
10 Percy Liang 0.33 Stanford University USA
10 Peter H. Rossi 0.33 Vanderbilt University USA
10 Philip Lenz 0.33 Karlsruhe Institute of Technology Germany
10 Philip Shilane 0.33 Princeton University USA
10 Philippe Cudre-Mauroux 0.33 University of Fribourg Switzerland
10 Pieter Abbeel 0.33 UC Berkeley USA
10 Piotr Dollár 0.33 Facebook USA
10 Pranav Rajpurkar 0.33 Stanford University USA
10 Prof Vladimir Getov 0.33 University of Westminster UK
10 QI Hu 0.33 University of Nebraska-Lincoln USA
10 Qinghua Cui 0.33 Peking University China
10 Qiufeng Wang 0.33 IACAS China
10 Radu Timofte 0.33 ETH Zurich Switzerland
10 Raquel Urtasun 0.33 Toyota Technological Institute at Chicago USA
10 Renzo Angles 0.33 Universidad de Talca Chile
10 Richard C. Murphy 0.33 Sandia National Laboratories USA
10 Rick Netemeyer 0.33 University of Virginia USA
10 Robert Cohn 0.33 Intel USA
10 Roger G. Mark 0.33 MIT USA
10 Roger McLendon 0.33 Duke University USA
10 Ronald M. Summers 0.33 National Institutes of Health USA
10 Rose Mueller Hanson 0.33 Community Interface Services USA
10 Ross Levine 0.33 Brown University USA
10 Rui Zhao 0.33 The Chinese University of Hong Kong China
10 Ruichao Xue 0.33 East China Normal University China
10 Russell Sears 0.33 Yahoo! USA
10 Ryan Whelan 0.33 MIT USA
10 SONG FENG 0.33 University of Nebraska-Lincoln USA
10 Saeed Afshar 0.33 Western Sydney University Australia
10 Samuel R. Bowman 0.33 New York University USA
10 Samuel Williams 0.33 UC Berkeley USA
10 Sanjeev Banerjia 0.33 Hewlett Packard Enterprise USA
10 Sanjeev Khudanpur 0.33 The Johns Hopkins University USA
10 Sanjeev Ravi Kumar 0.33 Intel USA
10 Shengsheng Huang 0.33 Intel China
10 Shiori Sagawa 0.33 Stanford University USA
10 Shuai Che 0.33 University of Virginia USA
10 Stan Z. Li 0.33 IACAS China
10 Stanislaw Antol 0.33 Virginia Tech USA
10 Stanley E. Seashore 0.33 University of Michigan USA
10 Subhash Sharma 0.33 University of South Carolina USA
10 Susanne G. Mueller 0.33 Veterans Administration Medical Center USA
10 Tal Ben-Nun 0.33 ETH Zurich Switzerland
10 Teri E. Klein 0.33 Stanford University USA
10 Thomas Funkhouser 0.33 Princeton University USA
10 Tianfan Fu 0.33 Georgia Institute of Technology USA
10 Tieliu Shi 0.33 East China Normal University China
10 Tilmann Rabl 0.33 University of Toronto Canada
10 Tom Fagerhaug 0.33 University of Pittsburgh USA
10 Tom J. Pollard 0.33 MIT USA
10 Torsten Hoefler 0.33 ETH Zurich Switzerland
10 Tsung-Yi Lin 0.33 Cornell University USA
10 Varun Bankiti 0.33 nuTonomy USA
10 Vasanth Bala 0.33 Hewlett Packard Enterprise USA
10 Vassil Panayotov 0.33 The Johns Hopkins University USA
10 Vicki Cheung 0.33 OpenAI USA
10 Vijay Pande 0.33 Stanford University USA
10 Vinod Nair 0.33 DeepMind USA
10 Vittorio Ferrari 0.33 Google USA
10 WEIHONG QIAN 0.33 Peking University China
10 Wanling Gao 0.33 ICT CAS China
10 Wei Li 0.33 The Chinese University of Hong Kong China
10 Weihua Hu 0.33 Stanford University USA
10 Wen Gao 0.33 ICT CAS China
10 Wenhao Gao 0.33 MIT USA
10 William Bearden 0.33 University of South Carolina USA
10 Wojciech Zaremba 0.33 OpenAI USA
10 Wouter Van Dooren 0.33 University of Antwerp Belgium
10 Xi Chen 0.33 UC Berkeley USA
10 Xiaogang Wang 0.33 The Chinese University of Hong Kong China
10 Xiaosong Wang 0.33 National Institutes of Health USA
10 Yan Duan 0.33 UC Berkeley USA
10 Yang Li 0.33 Peking University China
10 Yi Wu 0.33 University of California at Merced USA
10 Yuchen Zhang 0.33 TigerGraph USA
10 Yufeng Zang 0.33 IACAS China
10 Zhao Fang 0.33 East China Normal University China
10 Zhen Lei 0.33 IACAS China
10 Zhenqin Wu 0.33 Stanford University USA
10 Zhilin Yang 0.33 Carnegie Mellon University USA
11 Ekram Hossain 0.25 University of Manitoba Canada
11 Feifei Li 0.25 Stanford University USA
11 George F. Riley 0.25 Georgia Institute of Technology USA
11 Jia Deng 0.25 Stanford University USA
11 Liang Zheng 0.25 Tsinghua University China
11 Liyue Shen 0.25 Tsinghua University China
11 Lu Tian 0.25 Tsinghua University China
11 Olga Russakovsky 0.25 Princeton University USA
11 Qi Tian 0.25 University of Texas at San Antonio USA
11 Teerawat Issariyakul 0.25 University of British Columbia Canada
11 Thomas R. Henderson 0.25 University of Washington USA
11 Wei Dong 0.25 University of Michigan USA
12 Aaron Klein 0.20 Google USA
12 Chris Ying 0.20 Google USA
12 Christine Cheng 0.20 Intel USA
12 David Bailey 0.20 NASA USA
12 E. Barszcz 0.20 NASA USA
12 Frank Hutter 0.20 University of Freiburg Germany
12 Maurice Yarrow 0.20 Sterling Software USA
12 Peter Mattson 0.20 Google USA
12 S. K. Weeratunga 0.20 NASA USA
12 Tim Harris 0.20 MRJInc Japan
12 Vijay Janapa Reddi 0.20 Harvard University USA
12 Xuanyi Dong 0.20 University of Technology Sydney Australia
12 Yi Yang 0.20 Baidu China
12 Yuchen Zhou 0.20 General Motors USA
13 Andrea Vedaldi 0.17 University of Oxford UK
13 Heshui Shi 0.17 Huazhong University of Science and Technology China
13 Li Shen 0.17 University of Oxford UK
13 Lin Wang 0.17 Huazhong University of Science and Technology China
13 Omkar M. Parkhi 0.17 University of Oxford UK
13 Qiong Cao 0.17 University of Oxford UK
13 Wanshan Ning 0.17 Huazhong University of Science and Technology China
13 Yu Xue 0.17 Huazhong University of Science and Technology China
13 Yulan Zeng 0.17 Huazhong University of Science and Technology China
13 Zheng Wang 0.17 Huazhong University of Science and Technology China


Top Benchmarks & Evaluation Institutions

Ranking Institution Grade Country
1 Stanford University 10.70 USA
2 UC Berkeley 6.17 USA
3 New York University 5.33 USA
4 Google 5.10 USA
5 University of Oxford 4.33 UK
5 MIT 4.33 USA
6 Princeton University 4.00 USA
7 University of London 3.50 UK
8 Harvard University 3.37 USA
9 IACAS 3.33 China
10 Intel 3.20 USA
11 ICT CAS 3.00 China
12 National Research Council 3.00 USA
12 Transaction Processing Performance Council 3.00 USA
12 University of California San Diego 3.00 USA
12 Université de Montréal 3.00 Canada
13 University of California San Francisco 2.92 USA
14 ETH Zurich 2.67 Switzerland
15 University of Tennessee 2.33 USA
16 American College of Surgeons 2.00 USA
16 Carnegie Mellon University 2.00 USA
16 Elsevier 2.00 Holland
16 Institute for Scientific Information 2.00 USA
16 National Institutes of Health 2.00 USA
16 University of Minnesota 2.00 USA
16 University of Pennsylvania 2.00 USA
16 Virginia Tech 2.00 USA
16 Wake Forest University 2.00 USA
16 Yale University 2.00 USA
17 Northwestern University 1.83 USA
17 University of Chicago 1.83 USA
18 Duke University 1.67 USA
18 Hewlett Packard Enterprise 1.67 USA
18 Xerox Corporation 1.67 USA
19 Bowling Green State University 1.50 USA
19 The Johns Hopkins University 1.50 USA
19 University of Copenhagen 1.50 Denmark
19 Vanderbilt University 1.50 USA
20 Sandia National Laboratories 1.33 USA
20 University College London 1.33 UK
20 University of Antwerp 1.33 Belgium
20 University of Virginia 1.33 USA
21 University of Technology Sydney 1.20 Australia
22 Auerbach Corporation 1.00 USA
22 Boston University 1.00 USA
22 Chapman University 1.00 USA
22 Digital Equipment Corp 1.00 USA
22 Dubai Mercantile Exchange 1.00 The United Arab Emirates
22 East China Normal University 1.00 China
22 European Bioinformatics Institute 1.00 UK
22 Facebook 1.00 USA
22 Freie Universitat Berlin 1.00 Germany
22 French National Institute for Health and Medical Research 1.00 France
22 Huazhong University of Science and Technology 1.00 China
22 Indiana University 1.00 USA
22 International Institute for Learning 1.00 USA
22 London International Petroleum Exchange 1.00 UK
22 Max Planck Institute of Biochemistry 1.00 Germany
22 McMaster University 1.00 Canada
22 Microsoft 1.00 USA
22 NASDAQ 1.00 USA
22 National Bureau of Economic Research 1.00 USA
22 National Bureau of Standards 1.00 USA
22 National Cancer Institute 1.00 USA
22 National Center for Biotechnology Information 1.00 USA
22 National Centre for Social Research 1.00 UK
22 National Heart Lung and Blood Institute 1.00 USA
22 National University of Singapore 1.00 Singapore
22 New York Mercantile Exchange 1.00 USA
22 Nikkei Inc 1.00 Japan
22 OpenAI 1.00 USA
22 Oxford Institute for Energy Studies 1.00 UK
22 Peking University 1.00 China
22 SRI International 1.00 USA
22 Shanghai Stock Exchange 1.00 China
22 Siemens Corporate Research and Technology Inc 1.00 USA
22 Standard Poors 1.00 USA
22 Strategyzer 1.00 Switzerland
22 Sun Microsystems 1.00 USA
22 The Chinese University of Hong Kong 1.00 China
22 The Scripps Institute 1.00 USA
22 The Wall Street Journal 1.00 USA
22 USAF 1.00 USA
22 Uniuersity of Southern California 1.00 USA
22 University Of Surrey 1.00 UK
22 University at Buffalo 1.00 USA
22 University of Alberta 1.00 Canada
22 University of Calgary 1.00 Canada
22 University of California Santa Barbara 1.00 USA
22 University of California at Irvine 1.00 USA
22 University of Colorado 1.00 USA
22 University of Connecticut 1.00 USA
22 University of Denver 1.00 USA
22 University of Exeter 1.00 UK
22 University of Lausanne 1.00 Switzerland
22 University of Massachusetts Amherst 1.00 USA
22 University of Padua 1.00 Italy
22 University of Pittsburgh 1.00 USA
22 University of South Florida 1.00 USA
22 University of Westminster 1.00 UK
22 University of Wisconsin 1.00 USA
22 Warsaw University of Technology 1.00 Poland
22 Western Sydney University 1.00 Australia
22 Worcester Polytechnic Institute 1.00 USA
22 Wuhan University 1.00 China
22 Yahoo! 1.00 USA
22 nuTonomy 1.00 USA
23 Colorado state University 0.83 USA
23 Columbia University 0.83 USA
23 George Mason University 0.83 USA
23 University of California Los Angeles 0.83 USA
23 University of North CarolinaChapel Hill 0.83 USA
24 Tsinghua University 0.75 China
25 Aristotle University of Thessaloniki 0.67 Greece
25 Brown University 0.67 USA
25 Cornell University 0.67 USA
25 EPFL 0.67 Switzerland
25 German Research Center for Artificial Intelligenc 0.67 Germany
25 INFN sezione di Milano 0.67 Italy
25 IT University of Copenhagen 0.67 Denmark
25 Karlsruhe Institute of Technology 0.67 Germany
25 MPI Informatics 0.67 Germany
25 Toyota Technological Institute at Chicago 0.67 USA
25 University of California at Merced 0.67 USA
25 University of Cambridge 0.67 UK
25 University of Fribourg 0.67 Switzerland
25 University of Nebraska-Lincoln 0.67 USA
25 University of Toronto 0.67 Canada
25 World Bank 0.67
26 NASA 0.60 USA
27 Georgia Institute of Technology 0.58 USA
28 Argonne National Laboratory 0.50 USA
28 Central Computer and Telecommunications Agency 0.50 UK
28 Copenhagen Business School 0.50 Denmark
28 Ghent University 0.50 Belgium
28 Lehigh University 0.50 USA
28 Michigan State University 0.50 USA
28 National Physical Laboratory 0.50 UK
28 Northeastern University 0.50 USA
28 Oakland Consulting plc 0.50 UK
28 Oregon State University 0.50 USA
28 Portland state University 0.50 USA
28 Syracuse University 0.50 USA
28 Technische Universit?t Darmstadt 0.50 Germany
28 The European Centre for Business Excellence 0.50
28 The Ohio State University 0.50 USA
28 University of Georgia 0.50 USA
28 University of Kansas 0.50 USA
28 University of Massachusetts 0.50 USA
28 University of Mississippi 0.50 USA
28 University of New Hampshire 0.50 USA
28 University of Newcastle 0.50 Australia
28 University of Texas at Austin 0.50 USA
28 Warwick University 0.50 UK
28 Western Carolina University 0.50 USA
29 Better Inc 0.33 USA
29 Budapest University of Technology and Economics 0.33 Hungary
29 CERN 0.33 Switzerland
29 Cancer genome characterization centres 0.33 USA
29 Community Interface Services 0.33 USA
29 Daimler AG 0.33 Germany
29 Fontbonne University 0.33 USA
29 Hanyang University 0.33 Korea
29 KU Leuven 0.33 Belgium
29 Magic LeapInc. 0.33 USA
29 OPPAGA 0.33 USA
29 Queens University at kingston 0.33 Canada
29 Science and Technology Facilities Council 0.33 UK
29 Simon Fraser University 0.33 Canada
29 TU Dortmund University 0.33 Germany
29 TU Kaiserslautern 0.33 Germany
29 Teradata Corp. 0.33 USA
29 TigerGraph 0.33 USA
29 Universidad de Talca 0.33 Chile
29 Universitat Autònoma de Barcelona 0.33 Spain
29 University of Canberra 0.33 Australia
29 University of Iowa 0.33 USA
29 University of Leeds 0.33 UK
29 University of Mannheim 0.33 Germany
29 University of Michigan 0.33 USA
29 University of Modena and Reggio Emilia 0.33 Italy
29 University of Potsdam 0.33 Germany
29 University of South Carolina 0.33 USA
29 University of Würzburg 0.33 Germany
29 Université catholique de Louvain 0.33 Belgium
29 Veterans Administration Medical Center 0.33 USA
29 Wikimedia Foundation 0.33 USA
30 Aryn.ai 0.25 USA
30 Ordinal Technology Corp 0.25 USA
30 University of British Columbia 0.25 Canada
30 University of Manitoba 0.25 Canada
30 University of Texas at San Antonio 0.25 USA
30 University of Washington 0.25 USA
31 Baidu 0.20 China
31 General Motors 0.20 USA
31 MRJInc 0.20 Japan
31 Sterling Software 0.20 USA
31 University of Freiburg 0.20 Germany


Top Benchmarks & Evaluation Countries

Ranking Country Grade
1 USA 150.45
2 UK 19.50
3 China 14.28
4 Canada 7.83
5 Germany 6.70
6 Switzerland 6.33
7 Australia 3.03
8 Denmark 2.67
9 Belgium 2.50
10 Holland 2.00
10 Italy 2.00
11 France 1.67
12 Japan 1.20
13 Poland 1.00
14 Singapore 1.00
14 UAE 1.00
15 Greece 0.67
16 Chile 0.33
16 Hungary 0.33
16 Korea 0.33
16 Spain 0.33