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

（Please note that the tree diagram can be zoomed in, zoomed out, and moved. You can click on the circles at the branches to expand or collapse the content of the diagram.）

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 Jim Gray 2.33 Digital Equipment Corp USA
2 Austin Bradford Hill 2.00 University of London UK
2 Guido M. Imbens 2.00 Stanford University USA
2 Hubert M. Blalock Jr 2.00 University of Washington USA
2 R. Michael Furr 2.00 Wake Forest University USA
3 Jianfeng Zhan 1.83 ICT CAS China
4 Andrew Zisserman 1.50 University of Oxford UK
4 Angus Deaton 1.50 Princeton University USA
4 David J. Lilja 1.50 University of Minnesota USA
5 Jack J. Dongarra 1.33 University of Tennessee USA
5 Omri Serlin 1.33 Transaction Processing Performance Council USA
6 Richard H. Thaler 1.17 University of Chicago USA
7 Adi Imsirovic 1.00 Oxford Institute for Energy Studies UK
7 Anol Bhattacherjee 1.00 University of South Florida USA
7 Arthur Melvin Okun 1.00 Yale University USA
7 Bernard Marr 1.00 Cranfield School of Management UK
7 Charles Spearman 1.00 University College London UK
7 Corrado Gini 1.00 University of Padua Italy
7 David J. DeWitt 1.00 University of Wisconsin USA
7 David T. Kearns 1.00 Xerox Corporation USA
7 Dennis M. Conti 1.00 National Bureau of Standards USA
7 Diane Ravitch 1.00 New York University USA
7 Donald J. Treiman 1.00 University of California Los Angeles USA
7 Donald T. Campbell 1.00 Lehigh University USA
7 E. O. Joslin 1.00 USAF USA
7 Earl Babbie 1.00 Chapman University USA
7 Eckhard Platen 1.00 University of Technology Sydney Australia
7 Eric Ries 1.00 Long-Term Stock Exchange USA
7 Eugene Garfield 1.00 Institute for Scientific Information USA
7 Gary Siuzdak 1.00 The Scripps Institute USA
7 Gene V. Glass 1.00 University of Colorado USA
7 George Rasch 1.00 University of Copenhagen Denmark
7 harold kerzner 1.00 International Institute for Learning USA
7 Henk F. Moed 1.00 Elsevier Holland
7 J. E. Hirsch 1.00 University of California San Diego USA
7 J. Kent Crawford 1.00 PM Solutions USA
7 Jacob Cohen 1.00 New York University USA
7 Joe Zhu 1.00 Worcester Polytechnic Institute USA
7 John J. Irwin 1.00 University of California San Francisco USA
7 John L.Henning 1.00 Sun Microsystems USA
7 Jonathan J. Hull 1.00 University at Buffalo USA
7 Joseph S. Wholey 1.00 Uniuersity of Southern California USA
7 Joy Palmer 1.00 NONE NONE
7 Karol J. Piczak 1.00 Warsaw University of Technology Poland
7 Ken Lang 1.00 Carnegie Mellon University USA
7 Klaus Krippendorff 1.00 University of Pennsylvania USA
7 Li Deng 1.00 Microsoft USA
7 Louis L. Thurstone 1.00 University of Chicago USA
7 Lutz Prechelt 1.00 Freie Universitat Berlin Germany
7 Mark Jeffery 1.00 Northwestern University USA
7 Paul Kline 1.00 University of Exeter UK
7 Peter Karp 1.00 SRI International USA
7 Philippe Jorion 1.00 University of California at Irvine USA
7 Reinhold P Weicker 1.00 Siemens Corporate Research and Technology Inc USA
7 Robert C. Camp 1.00 Indiana University of Pennsylvania USA
7 Robert Edenborough 1.00 Selection Research Limited USA
7 Robert G. Eccles 1.00 Harvard University USA
7 RoBert M. Guion 1.00 Bowling Green State University USA
7 Ronald A. Fisher 1.00 University of London UK
7 Scott R. Evans 1.00 Harvard University USA
7 Simon Kuznets 1.00 National Bureau of Economic Research USA
7 Suzan L. Jackson 1.00 Medical University of South Carolina USA
7 Theresa J.B. Kline 1.00 University of Calgary Canada
7 Thomsd R. Black 1.00 University Of Surrey UK
7 V.V. Bhanojirao 1.00 National University of Singapore Singapore
7 William Anderson McCall 1.00 Columbia University USA
7 William D. Norcott 1.00 Oracle Corporation USA
7 William Yang Wang 1.00 University of California Santa Barbara USA
7 Yoshua Bengio 1.00 Université de Montréal Canada
8 Alexander Osterwalder 0.83 Strategyzer Switzerland
8 Dan Hendrycks 0.83 UC Berkeley USA
8 Daniel Kahneman 0.83 Princeton University USA
8 David Patterson 0.83 UC Berkeley USA
8 Deborah E. Rupp 0.83 George Mason University USA
8 George C. Thornton III 0.83 Colorado state University USA
8 Yves Pigneur 0.83 University of Lausanne Switzerland
9 Esther Duflo 0.67 MIT USA
9 Guisong Xia 0.67 Wuhan University China
9 Luc Van Gool 0.67 ETH Zurich Switzerland
9 Michael W. Weiner 0.67 University of California San Francisco USA
9 Pang Wei Koh 0.67 Stanford University USA
9 Piotr Luszczek 0.67 University of Tennessee USA
9 Tianzi Jiang 0.67 IACAS China
10 Matei Zaharia 0.53 Stanford University USA
11 AJ KleinOsowski 0.50 University of Minnesota USA
11 Albert O. Hirschman 0.50 UC Berkeley USA
11 Anthony Saunders 0.50 New York University USA
11 B. A. Wichmann 0.50 National Physical Laboratory UK
11 Charles Dow 0.50 The Wall Street Journal USA
11 Charles W. Hofer 0.50 University of Georgia USA
11 Christopher Alan Lewis 0.50 Warwick University UK
11 Craig Knox 0.50 University of Alberta Canada
11 Daniel Nettle 0.50 University of Newcastle Australia
11 David A. Kenny 0.50 University of Connecticut USA
11 David L. Goetsch 0.50 Northwest Florida State College USA
11 David R. Kaeli 0.50 Northeastern University USA
11 David W. Hosmer 0.50 University of Massachusetts USA
11 Delbert C. Miller 0.50 Indiana University USA
11 Donald L. Thistlewaite 0.50 Vanderbilt University USA
11 Douglas W. Vorhies 0.50 University of Mississippi USA
11 E Garfield 0.50 Institute for Scientific Information USA
11 Edward G. Carmines 0.50 Indiana University USA
11 Edward Jones 0.50 The Wall Street Journal USA
11 Elizabeth D. Dolan 0.50 Northwestern University USA
11 Elko J.Kleinschmidt 0.50 McMaster University Canada
11 Erez Perelman 0.50 University of California San Diego USA
11 Erik F. Tjong Kim Sang 0.50 University of Antwerp Belgium
11 Fien De Meulder 0.50 University of Antwerp Belgium
11 H Zijlstra 0.50 Elsevier Holland
11 H. J. Curnow 0.50 Central Computer and Telecommunications Agency UK
11 Hanoch Livneh 0.50 Portland state University USA
11 IH Sher 0.50 Institute for Scientific Information USA
11 jane Lewis 0.50 National Centre for Social Research UK
11 jane ritchie 0.50 National Centre for Social Research UK
11 Jeffrey Dean 0.50 Google USA
11 Jeffrey M. Wooldridge 0.50 Michigan State University USA
11 Jens Axboe 0.50 Fusion-io USA
11 Joao Carreira 0.50 Google USA
11 John Hennessy 0.50 Stanford University USA
11 John Muellbaue 0.50 University of Oxford UK
11 Jorge J.Moré 0.50 Argonne National Laboratory USA
11 Julian C. Stanley 0.50 The Johns Hopkins University USA
11 Jürgen Cox 0.50 Max Planck Institute of Biochemistry Germany
11 Kai Sachs 0.50 Technische Universität Darmstadt Germany
11 kate miriam Loewenthal 0.50 University of London UK
11 Kirk W. Cameron 0.50 Virginia Tech USA
11 Lars Otto 0.50 University of Copenhagen Denmark
11 Lei Wang 0.50 ICT CAS China
11 Les Bell 0.50 University of Leicester UK
11 Les Porter 0.50 Oakland Consulting plc UK
11 Lieven Eeckhout 0.50 Ghent University Belgium
11 Linda allen 0.50 New York University USA
11 Lizy Kurian John 0.50 University of Texas at Austin USA
11 Luiz André Barroso 0.50 Google USA
11 Martie Haselton 0.50 University of California Los Angeles USA
11 Matthias Mann 0.50 Max Planck Institute of Biochemistry Germany
11 Michael Armstrong 0.50 Chartered Institute of Personnel and Development (CIPD) UK
11 Michael Wilson 0.50 University of Alberta Canada
11 Neil A. Morgan 0.50 University of North Carolina    Chapel Hill USA
11 Neil J. Salkind 0.50 University of Kansas USA
11 Orris C. Herfindahl 0.50 Columbia University USA
11 Peter Bogetoft 0.50 Copenhagen Business School Denmark
11 Philip H. Dybvig 0.50 Yale University USA
11 R McCullough 0.50 Elsevier Holland
11 Reuben M. Baron 0.50 University of Connecticut USA
11 Richard A. Zeller 0.50 Bowling Green State University USA
11 Richard F. Antonak 0.50 University of New Hampshire USA
11 Robert B. Carton 0.50 Western Carolina University USA
11 ROBERT GRAVLIN COOPER 0.50 McMaster University Canada
11 Stanley B. Davis 0.50 NONE NONE
11 Stanley Lemeshow 0.50 The Ohio State University USA
11 Stephen A Ross 0.50 Yale University USA
11 Stephen Taylor 0.50 Chartered Institute of Personnel and Development (CIPD) UK
11 Steve Tanner 0.50 The European Centre for Business Excellence
11 Susan Athey 0.50 Stanford University USA
11 Thomas Dietterich 0.50 Oregon State University USA
11 Timothy Sherwood 0.50 University of California San Diego USA
11 Tony Bush 0.50 University of Nottingham UK
11 Vincent Fu 0.50 Fusion-io USA
11 Wu-chun Feng 0.50 Virginia Tech USA
12 Peter Mattson 0.45 Google USA
12 Vijay Janapa Reddi 0.45 Harvard University USA
12  James Hays 0.33 Brown University USA
12 Abhijit Banerjee 0.33 MIT USA
12 Adam Silberstein 0.33 Yahoo! USA
12 Adina Williams 0.33 Facebook USA
12 Ahmad Ghazal 0.33 Teradata Corp. USA
12 Aishwarya Agrawal 0.33 Virginia Tech USA
12 Alan Schwartz 0.33 UC Berkeley USA
12 Alan Smith 0.33 University of Lausanne Switzerland
12 Alberto Medina 0.33 Boston University USA
12 Alex Krizhevsky 0.33 University of Toronto Canada
12 Alex Wang 0.33 New York University USA
12 Alexander Faithfull 0.33 IT University of Copenhagen Denmark
12 Ali Mollahosseini 0.33 University of Denver USA
12 Alina Kuznetsova 0.33 Google USA
12 Alistair E.W. Johnson 0.33 MIT USA
12 Allan Friedman 0.33 Duke University USA
12 Almutaz Adileh 0.33 EPFL Switzerland
12 Amanpreet Singh 0.33 New York University USA
12 Amos Tversky 0.33 Stanford University USA
12 Andre van Schaik 0.33 Western Sydney University Australia
12 Andreas Geiger 0.33 Karlsruhe Institute of Technology Germany
12 Andrew Pavlo 0.33 Carnegie Mellon University USA
12 Andrew Rabinovich 0.33 Magic Leap  Inc. USA
12 Andrew Waterman 0.33 UC Berkeley USA
12 Andrey Ignatov 0.33 ETH Zurich Switzerland
12 Antonio Torralba 0.33 MIT USA
12 Anukool Lakhina 0.33 Boston University USA
12 Arsha Nagrani 0.33 University of Oxford UK
12 Arvind Arasu 0.33 Stanford University USA
12 Asli Demirgüç-Kunt 0.33 World Bank USA
12 Atila Abdulkadiroglu 0.33 Duke University USA
12 Babak Falsafi 0.33 EPFL Switzerland
12 Behzad Hasani 0.33 University of Denver USA
12 Benjamin Bischke 0.33 German Research Center for Artificial Intelligenc Germany
12 Bernt Schiele 0.33 MPI Informatics Germany
12 Bharath Ramsundar 0.33 Stanford University USA
12 Bjorn Andersen 0.33 University of Pittsburgh USA
12 Bo Cao 0.33 ICT CAS China
12 Bo Huang 0.33 Intel China
12 Bob Lantz 0.33 Stanford University USA
12 Brandon Heller 0.33 Stanford University USA
12 Brendan Dolan-Gavitt 0.33 New York University USA
12 Brendan G. Carr 0.33 University of Pennsylvania USA
12 Brent Chun 0.33 Intel USA
12 Brian Babcock 0.33 Stanford University USA
12 Brian F. Cooper 0.33 Yahoo! USA
12 Brian Shoichet 0.33 University of California San Francisco USA
12 Caglar Gulcehre 0.33 Université de Montréal Canada
12 Cameron Neylon 0.33 Science and Technology Facilities Council UK
12 Carlo Tomasi 0.33 Duke University USA
12 Chenglin Liu 0.33 IACAS China
12 Chengxiang Qiu 0.33 IACAS China
12 Chi-Keung Luk 0.33 Intel USA
12 Christian Bienia 0.33 Princeton University USA
12 Christopher Jacoby 0.33 New York University USA
12 Chunjie Luo 0.33 ICT CAS China
12 Claire O'Donovan 0.33 European Bioinformatics Institute UK
12 Cliff Addison 0.33 University of Westminster UK
12 Cody Coleman 0.33 Stanford University USA
12 Collin Burns 0.33 Columbia University USA
12 Cortlandt Cammann 0.33 Capella University（存疑） USA
12 Cynthia G. Kinnan 0.33 Northwestern University USA
12 Damian Borth 0.33 German Research Center for Artificial Intelligenc Germany
12 Daniel DeTone 0.33 ETH Zurich Switzerland
12 Daniel P. W. Ellis 0.33 Google USA
12 Dario Taraborelli 0.33 Wikimedia Foundation USA
12 David Culler 0.33 UC Berkeley USA
12 David Stillwell 0.33 University of Cambridge UK
12 Debin Zhao 0.33 ICT CAS China
12 Deepak Narayanan 0.33 Stanford University USA
12 Djellel Eddine Difallah 0.33 University of Fribourg Switzerland
12 Dmitry Kalenichenko 0.33 Google USA
12 Donald B. Yarbrough 0.33 University of Iowa USA
12 Dong Yi 0.33 IACAS China
12 Douwe Kiela 0.33 Facebook USA
12 Dumitru Erhan 0.33 Université de Montréal Canada
12 Edward E. Lawler III 0.33 the University of Southern California USA
12 Ergys Ristani 0.33 Duke University USA
12 Eric Learned-Miller 0.33 University of Massachusetts Amherst USA
12 Erich Strohmaier 0.33 University of Tennessee USA
12 Erik Bernhardsson 0.33 Better Inc USA
12 Evelyn Duesterwald 0.33 Hewlett Packard Enterprise USA
12 F. Cerutti 0.33 CERN Switzerland
12 Fei Yin 0.33 IACAS China
12 Flora A.Caruthers 0.33 OPPAGA USA
12 Florent Bedecarrats 0.33 University of Oxford UK
12 Florent Perronnin 0.33 Xerox Corporation France
12 Florian Schroff 0.33 Google USA
12 Francesco Solera 0.33 University of Modena and Reggio Emilia Italy
12 Francois Roubaud 0.33 University of Oxford UK
12 G. Battistoni 0.33 INFN sezione di Milano Italy
12 Gaieski  David F. MD 0.33 University of Pennsylvania USA
12 Gary B. Huang 0.33 University of Massachusetts Amherst USA
12 Geert Bouckaert 0.33 University of Potsdam Germany
12 Geoffrey Hinton 0.33 University of Toronto Canada
12 Greg Brockman 0.33 OpenAI USA
12 Gregory Cohen 0.33 Western Sydney University Australia
12 Guoguo Chen 0.33 The Johns Hopkins University USA
12 Hans W. Meuer 0.33 University of Mannheim Germany
12 Hans-Arno Jacobsen 0.33 University of Toronto Canada
12 Hassan Rom 0.33 Google USA
12 Holger Caesar 0.33 nuTonomy USA
12 Howard E. Freeman 0.33 Vanderbilt University USA
12 Hugo Larochelle 0.33 Université de Montréal Canada
12 I. Pitas 0.33 Aristotle University of Thessaloniki Greece
12 IC Wolton 0.33 University of Westminster UK
12 Irene Kotsia 0.33 Aristotle University of Thessaloniki Greece
12 Isabelle guerin 0.33 University of Oxford UK
12 J. Matthew Edwards 0.33 University of Pennsylvania USA
12 Jack L. Knetsch 0.33 Simon Fraser University Canada
12 Jacob Steinhardt 0.33 UC Berkeley USA
12 James A. Ang 0.33 Sandia National Laboratories USA
12 James Bucek 0.33 Hewlett Packard Enterprise USA
12 James Philbin 0.33 Google USA
12 Jason Priem 0.33 University of North Carolina    Chapel Hill USA
12 Jennifer Widom 0.33 Stanford University USA
12 Jian Zhang 0.33 Stanford University USA
12 Jianxiong Xiao 0.33 MIT USA
12 Jiasen Lu 0.33 Virginia Tech USA
12 Jie Huang 0.33 Intel China
12 Jingwen Hu 0.33 Wuhan University China
12 Johann Prenninger 0.33 University of Pittsburgh USA
12 John Byers 0.33 Boston University USA
12 John Halligan 0.33 University of Canberra Australia
12 John Rust 0.33 University of Cambridge UK
12 Jongwoo Lim 0.33 Hanyang University Korea
12 Joon Son Chung 0.33 University of Oxford UK
12 Jort F. Gemmeke 0.33 Google USA
12 Joseph Paul Cohen 0.33 Université de Montréal Canada
12 Joshua D. Angrist 0.33 MIT USA
12 Juan Pablo Bello 0.33 New York University USA
12 Julia M. Barbarino 0.33 Stanford University USA
12 Junyoung Chung 0.33 Université de Montréal Canada
12 Jure Leskovec 0.33 Stanford University USA
12 Justin Salamon 0.33 New York University USA
12 János Benjamin Antal 0.33 Budapest University of Technology and Economics Hungary
12 Jóakim v. Kistowski 0.33 University of Würzburg Germany
12 Kai Li 0.33 Princeton University USA
12 Ke Yan 0.33 National Institutes of Health USA
12 Keeva Cochrane 0.33 European Bioinformatics Institute UK
12 Kenneth Haug 0.33 European Bioinformatics Institute UK
12 Kevin Skadron 0.33 University of Virginia USA
12 Kexin Huang 0.33 Harvard University USA
12 Khanh G. Tang 0.33 University of California San Francisco USA
12 Kim Hazelwood 0.33 Intel USA
12 Klaus-Dieter Lange 0.33 Hewlett Packard Enterprise USA
12 Kyle B. Wheeler 0.33 Sandia National Laboratories USA
12 Lan Dao 0.33 Université de Montréal Canada
12 Luca Marchesotti 0.33 Xerox Corporation France
12 Lyn M. Shulha 0.33 Queens University at kingston Canada
12 Maciej Besta 0.33 ETH Zurich Switzerland
12 Marius Cordts 0.33 Daimler AG Germany
12 Mark Everingham 0.33 University of Leeds UK
12 Mark W. Lipsey 0.33 Vanderbilt University USA
12 Martin Aumüller 0.33 IT University of Copenhagen Denmark
12 Martin Čihák 0.33 World Bank USA
12 Marvin Ritter 0.33 Google USA
12 Marwan Mattar 0.33 University of Massachusetts Amherst USA
12 Matthew Meyerson 0.33 Cancer genome characterization centres USA
12 Matthias Fey 0.33 TU Dortmund University Germany
12 Max Bartolo 0.33 University College London UK
12 Mic Bowman 0.33 Intel USA
12 Michael A. Heroux 0.33 Sandia National Laboratories USA
12 Michael Boyer 0.33 University of Virginia USA
12 Michael Ferdman 0.33 Carnegie Mellon University USA
12 Michael Kremer 0.33 University of California Los Angeles USA
12 Michael Maire 0.33 Toyota Technological Institute at Chicago USA
12 Michal Kosinski 0.33 Stanford University USA
12 Michelle Whirl-Carrillo 0.33 Stanford University USA
12 Ming-Hsuan Yang 0.33 University of California at Merced USA
12 Mohamed Omran 0.33 MPI Informatics Germany
12 Mohammad H. Mahoor 0.33 University of Denver USA
12 Naila Murray 0.33 Universitat Autònoma de Barcelona Spain
12 Nick McKeown 0.33 Stanford University USA
12 Niu Huang 0.33 University of California San Francisco USA
12 O. J. F. Martin 0.33 Université catholique de Louvain Belgium
12 Oscar Beijbom 0.33 nuTonomy USA
12 P.R. Sala 0.33 INFN sezione di Milano Italy
12 Parag A. Pathak 0.33 MIT USA
12 Pascaline Dupas 0.33 Harvard University USA
12 Patrick Helber 0.33 TU Kaiserslautern Germany
12 Patrick Hulin 0.33 MIT USA
12 Patrick Min 0.33 Princeton University USA
12 Paul Morrison 0.33 Fontbonne University USA
12 Paul-Edouard Sarlin 0.33 ETH Zurich Switzerland
12 Peng Qi 0.33 Stanford University USA
12 Percy Liang 0.33 Stanford University USA
12 Peter H. Rossi 0.33 Vanderbilt University USA
12 Philip Lenz 0.33 Karlsruhe Institute of Technology Germany
12 Philip Shilane 0.33 Princeton University USA
12 Philippe Cudre-Mauroux 0.33 University of Fribourg Switzerland
12 Pieter Abbeel 0.33 UC Berkeley USA
12 Piotr Dollár 0.33 Facebook USA
12 Pranav Rajpurkar 0.33 Stanford University USA
12 Prof Vladimir Getov 0.33 University of Westminster UK
12 QI Hu 0.33 University of Nebraska-Lincoln USA
12 Qinghua Cui 0.33 Peking University China
12 Qiufeng Wang 0.33 IACAS China
12 Radu Timofte 0.33 ETH Zurich Switzerland
12 Raquel Urtasun 0.33 Toyota Technological Institute at Chicago USA
12 Renzo Angles 0.33 Universidad de Talca Chile
12 Richard C. Murphy 0.33 Sandia National Laboratories USA
12 Rick Netemeyer 0.33 University of Virginia USA
12 Robert Cohn 0.33 Intel USA
12 Roger G. Mark 0.33 MIT USA
12 Roger McLendon 0.33 Duke University USA
12 Ronald M. Summers 0.33 National Institutes of Health USA
12 Rose Mueller Hanson 0.33 Community Interface Services USA
12 Ross Levine 0.33 Brown University USA
12 Rui Zhao 0.33 The Chinese University of Hong Kong China
12 Ruichao Xue 0.33 East China Normal University China
12 Russell Sears 0.33 Yahoo! USA
12 Ryan Whelan 0.33 MIT USA
12 Saeed Afshar 0.33 Western Sydney University Australia
12 Samuel R. Bowman 0.33 New York University USA
12 Samuel Williams 0.33 UC Berkeley USA
12 Sanjeev Banerjia 0.33 Hewlett Packard Enterprise USA
12 Sanjeev Khudanpur 0.33 The Johns Hopkins University USA
12 Sanjeev Ravi Kumar 0.33 Intel USA
12 Shengsheng Huang 0.33 Intel China
12 Shiori Sagawa 0.33 Stanford University USA
12 Shuai Che 0.33 University of Virginia USA
12 SONG FENG 0.33 University of Nebraska-Lincoln USA
12 Stan Z. Li 0.33 IACAS China
12 Stanislaw Antol 0.33 Virginia Tech USA
12 Stanley E. Seashore 0.33 University of Michigan USA
12 Subhash Sharma 0.33 University of South Carolina USA
12 Susanne G. Mueller 0.33 Veterans Administration Medical Center USA
12 Tal Ben-Nun 0.33 ETH Zurich Switzerland
12 Teri E. Klein 0.33 Stanford University USA
12 Thomas Funkhouser 0.33 Princeton University USA
12 Tianfan Fu 0.33 Georgia Institute of Technology USA
12 Tieliu Shi 0.33 East China Normal University China
12 Tilmann Rabl 0.33 University of Toronto Canada
12 Tom Fagerhaug 0.33 University of Pittsburgh USA
12 Tom J. Pollard 0.33 MIT USA
12 Torsten Hoefler 0.33 ETH Zurich Switzerland
12 Tsung-Yi Lin 0.33 Cornell University USA
12 Varun Bankiti 0.33 nuTonomy USA
12 Vasanth Bala 0.33 Hewlett Packard Enterprise USA
12 Vassil Panayotov 0.33 The Johns Hopkins University USA
12 Vicki Cheung 0.33 OpenAI USA
12 Vijay Pande 0.33 Stanford University USA
12 Vinod Nair 0.33 DeepMind USA
12 Vittorio Ferrari 0.33 Google USA
12 Wanling Gao 0.33 ICT CAS China
12 Wei Li 0.33 The Chinese University of Hong Kong China
12 WEIHONG QIAN 0.33 Peking University China
12 Weihua Hu 0.33 Stanford University USA
12 Wen Gao 0.33 ICT CAS China
12 Wenhao Gao 0.33 MIT USA
12 William Bearden 0.33 University of South Carolina USA
12 Wojciech Zaremba 0.33 OpenAI USA
12 Wouter Van Dooren 0.33 University of Antwerp Belgium
12 Xi Chen 0.33 UC Berkeley USA
12 Xiaogang Wang 0.33 The Chinese University of Hong Kong China
12 Xiaosong Wang 0.33 National Institutes of Health USA
12 Yan Duan 0.33 UC Berkeley USA
12 Yang Li 0.33 Peking University China
12 Yi Wu 0.33 University of California at Merced USA
12 Yuchen Zhang 0.33 TigerGraph USA
12 Yufeng Zang 0.33 IACAS China
12 Zhao Fang 0.33 East China Normal University China
12 Zhen Lei 0.33 IACAS China
12 Zhenqin Wu 0.33 Stanford University USA
12 Zhilin Yang 0.33 Carnegie Mellon University USA
12 David Reiner 0.33 AMD USA
12 Jeremy Arnold 0.33 AMD USA
12 Mathew Colgrove 0.33 NVIDIA USA
12 Tom Sawyer 0.33 Retirement USA
13 Carole-Jean Wu 0.25 Facebook USA
13 David Kanter 0.25 MLCommons USA
13 Ekram Hossain 0.25 University of Manitoba Canada
13 Feifei Li 0.25 Stanford University USA
13 George F. Riley 0.25 Georgia Institute of Technology USA
13 Jia Deng 0.25 Stanford University USA
13 Liang Zheng 0.25 Tsinghua University China
13 Liyue Shen 0.25 Tsinghua University China
13 Lu Tian 0.25 Tsinghua University China
13 Olga Russakovsky 0.25 Princeton University USA
13 Qi Tian 0.25 University of Texas at San Antonio USA
13 Teerawat Issariyakul 0.25 University of British Columbia Canada
13 Thomas R. Henderson 0.25 University of Washington USA
13 Wei Dong 0.25 University of Michigan USA
14 Aaron Klein 0.20 Google USA
14 Chris Ying 0.20 Google USA
14 Christine Cheng 0.20 Intel USA
14 David Bailey 0.20 NASA USA
14 E. Barszcz 0.20 NASA USA
14 Frank Hutter 0.20 University of Freiburg Germany
14 Maurice Yarrow 0.20 Sterling Software USA
14 S. K. Weeratunga 0.20 NASA USA
14 Tim Harris 0.20 MRJ  Inc Japan
14 Xuanyi Dong 0.20 University of Technology Sydney Australia
14 Yi Yang 0.20 Baidu China
14 Yuchen Zhou 0.20 General Motors USA
15 Andrea Vedaldi 0.17 University of Oxford UK
15 Heshui Shi 0.17 Huazhong University of Science and Technology China
15 Li Shen 0.17 University of Oxford UK
15 Lin Wang 0.17 Huazhong University of Science and Technology China
15 Omkar M. Parkhi 0.17 University of Oxford UK
15 Qiong Cao 0.17 University of Oxford UK
15 Wanshan Ning 0.17 Huazhong University of Science and Technology China
15 Yu Xue 0.17 Huazhong University of Science and Technology China
15 Yulan Zeng 0.17 Huazhong University of Science and Technology China
15 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 Google 5.35 USA
4 New York University 5.33 USA
5 MIT 4.33 USA
5 University of Oxford 4.33 UK
6 ICT CAS 4.00 China
6 Princeton University 4.00 USA
7 Harvard University 3.62 USA
8 University of London 3.50 UK
9 IACAS 3.33 China
9 Transaction Processing Performance Council 3.33 USA
10 Intel 3.20 USA
11 National Research Council 3.00 USA
11 University of California San Diego 3.00 USA
11 Université de Montréal 3.00 Canada
12 University of California San Francisco 2.92 USA
13 ETH Zurich 2.67 Switzerland
14 University of Tennessee 2.33 USA
15 American College of Surgeons 2.00 USA
15 Carnegie Mellon University 2.00 USA
15 Elsevier 2.00 Holland
15 Institute for Scientific Information 2.00 USA
15 National Institutes of Health 2.00 USA
15 University of Minnesota 2.00 USA
15 University of Pennsylvania 2.00 USA
15 Virginia Tech 2.00 USA
15 Wake Forest University 2.00 USA
15 Yale University 2.00 USA
16 Northwestern University 1.83 USA
16 University of Chicago 1.83 USA
17 Duke University 1.67 USA
17 Hewlett Packard Enterprise 1.67 USA
17 Xerox Corporation 1.67 USA
18 Bowling Green State University 1.50 USA
18 The Johns Hopkins University 1.50 USA
18 University of Copenhagen 1.50 Denmark
18 Vanderbilt University 1.50 USA
19 Digital Equipment Corp 1.33 USA
19 Sandia National Laboratories 1.33 USA
19 University College London 1.33 UK
19 University of Antwerp 1.33 Belgium
19 University of Virginia 1.33 USA
20 Facebook 1.25 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 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 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 nuTonomy 1.00 USA
22 OpenAI 1.00 USA
22 Oxford Institute for Energy Studies 1.00 UK
22 Peking University 1.00 China
22 Shanghai Stock Exchange 1.00 China
22 Siemens Corporate Research and Technology Inc 1.00 USA
22 SRI International 1.00 USA
22 Standard & Poor's 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 Uniuersity of Southern California 1.00 USA
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 at Irvine 1.00 USA
22 University of California Santa Barbara 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 Surrey 1.00 UK
22 University of Westminster 1.00 UK
22 University of Wisconsin 1.00 USA
22 USAF 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
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 Carolina Chapel 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
25 AMD 0.67 USA
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 Cancer genome characterization centres 0.33 USA
29 CERN 0.33 Switzerland
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 Leap Inc. 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 Teradata Corp. 0.33 USA
29 TigerGraph 0.33 USA
29 TU Dortmund University 0.33 Germany
29 TU Kaiserslautern 0.33 Germany
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
29 NVIDIA 0.33 USA
30 Aryn.ai 0.25 USA
30 MLCommons 0.25
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 MRJ Inc 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 153.45
2 UK 19.50
3 China 15.28
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
11 Italy 2.00
12 France 1.67
13 Japan 1.20
14 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