What is recorded here?
Assembled difficult multimodal academic questions with known short or multiple-choice answers, staged expert review and public/private evaluation splits to probe frontier-model accuracy and calibration.
Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.
Scientific scope
This assessment concerns the initial January 2025 evaluation resource with 3,000 questions, rather than later 2,500-question, Rolling or Diamond versions. Its 19 organizers and 644 dataset-contributor positions have different documented roles; names are not resolved person identities or equal effort shares. Filtering and closed-ended scoring do not certify every answer, general intelligence or permanent resistance to contamination.
Read the original work
- Humanity's Last Exam — original January2025 version
- Humanity's Last Exam — official benchmark project
This English explanation is an editorial reading view. It does not replace the complete original work or certify its science.
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People and systems
Long Phan; Alice Gatti; Ziwen Han; Nathaniel Li; Josephina Hu; Hugh Zhang; Sean Shi; Michael Choi; Anish Agrawal; Arnav Chopra; Adam Khoja; Ryan Kim; Richard Ren; Jason Hausenloy; Oliver Zhang; Mantas Mazeika; Summer Yue; Alexandr Wang; Dan Hendrycks; Daron Anderson; Tung Nguyen; Mobeen Mahmood; Fiona Feng; Steven Y. Feng; Haoran Zhao; Michael Yu; Varun Gangal; Chelsea Zou; Zihan Wang; Jessica P. Wang; Pawan Kumar; Oleksandr Pokutnyi; Robert Gerbicz; Serguei Popov; John-Clark Levin; Mstyslav Kazakov; Johannes Schmitt; Geoff Galgon; Alvaro Sanchez; Yongki Lee; Will Yeadon; Scott Sauers; Marc Roth; Chidozie Agu; Søren Riis; Fabian Giska; Saiteja Utpala; Zachary Giboney; Gashaw M. Goshu; Joan of Arc Xavier; Sarah-Jane Crowson; Mohinder Maheshbhai Naiya; Noah Burns; Lennart Finke; Zerui Cheng; Hyunwoo Park; Francesco Fournier-Facio; John Wydallis; Mark Nandor; Ankit Singh; Tim Gehrunger; Jiaqi Cai; Ben McCarty; Darling Duclosel; Jungbae Nam; Jennifer Zampese; Ryan G. Hoerr; Aras Bacho; Gautier Abou Loume; Abdallah Galal; Hangrui Cao; Alexis C Garretson; Damien Sileo; Qiuyu Ren; Doru Cojoc; Pavel Arkhipov; Usman Qazi; Lianghui Li; Sumeet Motwani; Christian Schroeder de Witt; Edwin Taylor; Johannes Veith; Eric Singer; Taylor D. Hartman; Paolo Rissone; Jaehyeok Jin; Jack Wei Lun Shi; Chris G. Willcocks; Joshua Robinson; Aleksandar Mikov; Ameya Prabhu; Longke Tang; Xavier Alapont; Justine Leon Uro; Kevin Zhou; Emily de Oliveira Santos; Andrey Pupasov Maksimov; Edward Vendrow; Kengo Zenitani; Julien Guillod; Yuqi Li; Joshua Vendrow; Vladyslav Kuchkin; Ng Ze-An; Pierre Marion; Denis Efremov; Jayson Lynch; Kaiqu Liang; Andrew Gritsevskiy; Dakotah Martinez; Ben Pageler; Nick Crispino; Dimitri Zvonkine; Natanael Wildner Fraga; Saeed Soori; Ori Press; Henry Tang; Julian Salazar; Sean R. Green; Lina Brüssel; Moon Twayana; Aymeric Dieuleveut; T. Ryan Rogers; Wenjin Zhang; Bikun Li; Jinzhou Yang; Arun Rao; Gabriel Loiseau; Mikhail Kalinin; Marco Lukas; Ciprian Manolescu; Subrata Mishra; Ariel Ghislain Kemogne Kamdoum; Tobias Kreiman; Tad Hogg; Alvin Jin; Carlo Bosio; Gongbo Sun; Brian P Coppola; Tim Tarver; Haline Heidinger; Rafael Sayous; Stefan Ivanov; Joseph M Cavanagh; Jiawei Shen; Joseph Marvin Imperial; Philippe Schwaller; Shaipranesh Senthilkuma; Andres M Bran; Ali Dehghan; Andres Algaba; Brecht Verbeken; David Noever; Ragavendran P V; Lisa Schut; Ilia Sucholutsky; Evgenii Zheltonozhskii; Derek Lim; Richard Stanley; Shankar Sivarajan; Tong Yang; John Maar; Julian Wykowski; Martí Oller; Jennifer Sandlin; Anmol Sahu; Yuzheng Hu; Sara Fish; Nasser Heydari; Archimedes Apronti; Kaivalya Rawal; Tobias Garcia Vilchis; Yuexuan Zu; Martin Lackner; James Koppel; Jeremy Nguyen; Daniil S. Antonenko; Steffi Chern; Bingchen Zhao; Pierrot Arsene; Alan Goldfarb; Sergey Ivanov; Rafał Poświata; Chenguang Wang; Daofeng Li; Donato Crisostomi; Andrea Achilleos; Benjamin Myklebust; Archan Sen; David Perrella; Nurdin Kaparov; Mark H Inlow; Allen Zang; Elliott Thornley; Daniil Orel; Vladislav Poritski; Shalev Ben-David; Zachary Berger; Parker Whitfill; Michael Foster; Daniel Munro; Linh Ho; Dan Bar Hava; Aleksey Kuchkin; Robert Lauff; David Holmes; Frank Sommerhage; Keith Schneider; Zakayo Kazibwe; Nate Stambaugh; Mukhwinder Singh; Ilias Magoulas; Don Clarke; Dae Hyun Kim; Felipe Meneguitti Dias; Veit Elser; Kanu Priya Agarwal; Victor Efren Guadarrama Vilchis; Immo Klose; Christoph Demian; Ujjwala Anantheswaran; Adam Zweiger; Guglielmo Albani; Jeffery Li; Nicolas Daans; Maksim Radionov; Václav Rozhoň; Ziqiao Ma; Christian Stump; Mohammed Berkani; Jacob Platnick; Volodymyr Nevirkovets; Luke Basler; Marco Piccardo; Ferenc Jeanplong; Niv Cohen; Josef Tkadlec; Paul Rosu; Piotr Padlewski; Stanislaw Barzowski; Kyle Montgomery; Aline Menezes; Arkil Patel; Zixuan Wang; Jamie Tucker-Foltz; Jack Stade; Tom Goertzen; Fereshteh Kazemi; Jeremiah Milbauer; John Arnold Ambay; Abhishek Shukla; Yan Carlos Leyva Labrador; Alan Givré; Hew Wolff; Vivien Rossbach; Muhammad Fayez Aziz; Younesse Kaddar; Yanxu Chen; Robin Zhang; Jiayi Pan; Antonio Terpin; Niklas Muennighoff; Hailey Schoelkopf; Eric Zheng; Avishy Carmi; Adam Jones; Jainam Shah; Ethan D. L. Brown; Kelin Zhu; Max Bartolo; Richard Wheeler; Andrew Ho; Shaul Barkan; Jiaqi Wang; Martin Stehberger; Egor Kretov; Kaustubh Sridhar; Zienab EL-Wasif; Anji Zhang; Daniel Pyda; Joanna Tam; David M. Cunningham; Vladimir Goryachev; Demosthenes Patramanis; Michael Krause; Andrew Redenti; Daniel Bugas; David Aldous; Jesyin Lai; Shannon Coleman; Mohsen Bahaloo; Jiangnan Xu; Sangwon Lee; Sandy Zhao; Ning Tang; Michael K. Cohen; Micah Carroll; Orr Paradise; Jan Hendrik Kirchner; Stefan Steinerberger; Maksym Ovchynnikov; Jason O. Matos; Adithya Shenoy; Benedito Alves de Oliveira Junior; Michael Wang; Yuzhou Nie; Paolo Giordano; Philipp Petersen; Anna Sztyber-Betley; Priti Shukla; Jonathan Crozier; Antonella Pinto; Shreyas Verma; Prashant Joshi; Zheng-Xin Yong; Allison Tee; Jérémy Andréoletti; Orion Weller; Raghav Singhal; Gang Zhang; Alexander Ivanov; Seri Khoury; Hamid Mostaghimi; Kunvar Thaman; Qijia Chen; Tran Quoc Khánh; Jacob Loader; Stefano Cavalleri; Hannah Szlyk; Zachary Brown; Jonathan Roberts; William Alley; Kunyang Sun; Ryan Stendall; Max Lamparth; Anka Reuel; Ting Wang; Hanmeng Xu; Sreenivas Goud Raparthi; Pablo Hernández-Cámara; Freddie Martin; Dmitry Malishev; Thomas Preu; Tomek Korbak; Marcus Abramovitch; Dominic Williamson; Ziye Chen; Biró Bálint; M Saiful Bari; Peyman Kassani; Zihao Wang; Behzad Ansarinejad; Laxman Prasad Goswami; Yewen Sun; Hossam Elgnainy; Daniel Tordera; George Balabanian; Earth Anderson; Lynna Kvistad; Alejandro José Moyano; Rajat Maheshwari; Ahmad Sakor; Murat Eron; Isaac C. McAlister; Javier Gimenez; Innocent Enyekwe; Andrew Favre D. O.; Shailesh Shah; Xiaoxiang Zhou; Firuz Kamalov; Ronald Clark; Sherwin Abdoli; Tim Santens; Khalida Meer; Harrison K Wang; Kalyan Ramakrishnan; Evan Chen; Alessandro Tomasiello; G. Bruno De Luca; Shi-Zhuo Looi; Vinh-Kha Le; Noam Kolt; Niels Mündler; Avi Semler; Emma Rodman; Jacob Drori; Carl J Fossum; Milind Jagota; Ronak Pradeep; Honglu Fan; Tej Shah; Jonathan Eicher; Michael Chen; Kushal Thaman; William Merrill; Carter Harris; Jason Gross; Ilya Gusev; Asankhaya Sharma; Shashank Agnihotri; Pavel Zhelnov; Siranut Usawasutsakorn; Mohammadreza Mofayezi; Sergei Bogdanov; Alexander Piperski; Marc Carauleanu; David K. Zhang; Dylan Ler; Roman Leventov; Ignat Soroko; Thorben Jansen; Pascal Lauer; Joshua Duersch; Vage Taamazyan; Wiktor Morak; Wenjie Ma; William Held; Tran Đuc Huy; Ruicheng Xian; Armel Randy Zebaze; Mohanad Mohamed; Julian Noah Leser; Michelle X Yuan; Laila Yacar; Johannes Lengler; Hossein Shahrtash; Edson Oliveira; Joseph W. Jackson; Daniel Espinosa Gonzalez; Andy Zou; Muthu Chidambaram; Timothy Manik; Hector Haffenden; Dashiell Stander; Ali Dasouqi; Alexander Shen; Emilien Duc; Bita Golshani; David Stap; Mikalai Uzhou; Alina Borisovna Zhidkovskaya; Lukas Lewark; Mátyás Vincze; Dustin Wehr; Colin Tang; Zaki Hossain; Shaun Phillips; Jiang Muzhen; Fredrik Ekström; Angela Hammon; Oam Patel; Nicolas Remy; Faraz Farhidi; George Medley; Forough Mohammadzadeh; Madellene Peñaflor; Haile Kassahun; Alena Friedrich; Claire Sparrow; Taom Sakal; Omkar Dhamane; Ali Khajegili Mirabadi; Eric Hallman; Mike Battaglia; Mohammad Maghsoudimehrabani; Hieu Hoang; Alon Amit; Dave Hulbert; Roberto Pereira; Simon Weber; Stephen Mensah; Nathan Andre; Anton Peristyy; Chris Harjadi; Himanshu Gupta; Stephen Malina; Samuel Albanie; Will Cai; Mustafa Mehkary; Frank Reidegeld; Anna-Katharina Dick; Cary Friday; Jasdeep Sidhu; Wanyoung Kim; Mariana Costa; Hubeyb Gurdogan; Brian Weber; Harsh Kumar; Tong Jiang; Arunim Agarwal; Chiara Ceconello; Warren S. Vaz; Chao Zhuang; Haon Park; Andrew R. Tawfeek; Daattavya Aggarwal; Michael Kirchhof; Linjie Dai; Evan Kim; Johan Ferret; Yuzhou Wang; Minghao Yan; Krzysztof Burdzy; Lixin Zhang; Antonio Franca; Diana T. Pham; Kang Yong Loh; Joshua Robinson; Shreen Gul; Gunjan Chhablani; Zhehang Du; Adrian Cosma; Colin White; Robin Riblet; Prajvi Saxena; Jacob Votava; Vladimir Vinnikov; Ethan Delaney; Shiv Halasyamani; Syed M. Shahid; Jean-Christophe Mourrat; Lavr Vetoshkin; Renas Bacho; Vincent Ginis; Aleksandr Maksapetyan; Florencia de la Rosa; Xiuyu Li; Guillaume Malod; Leon Lang; Julien Laurendeau; Fatimah Adesanya; Julien Portier; Lawrence Hollom; Victor Souza; Yuchen Anna Zhou; Yiğit Yalın; Gbenga Daniel Obikoya; Luca Arnaboldi; Rai (Michael Pokorny); Filippo Bigi; Kaniuar Bacho; Pierre Clavier; Gabriel Recchia; Mara Popescu; Nikita Shulga; Ngefor Mildred Tanwie; Thomas C. H. Lux; Ben Rank; Colin Ni; Alesia Yakimchyk; Huanxu (Quinn) Liu; Olle Häggström; Emil Verkama; Himanshu Narayan; Hans Gundlach; Leonor Brito-Santana; Brian Amaro; Vivek Vajipey; Rynaa Grover; Yiyang Fan; Gabriel Poesia Reis e Silva; Linwei Xin; Yosi Kratish; Jakub Łucki; Wen-Ding Li; Justin Xu; Kevin Joseph Scaria; Freddie Vargus; Farzad Habibi; Long (Tony) Lian; Emanuele Rodolà; Jules Robins; Vincent Cheng; Declan Grabb; Ida Bosio; Tony Fruhauff; Ido Akov; Eve J. Y. Lo; Hao Qi; Xi Jiang; Ben Segev; Jingxuan Fan; Sarah Martinson; Erik Y. Wang; Kaylie Hausknecht; Michael P. Brenner; Mao Mao; Yibo Jiang; Xinyu Zhang; David Avagian; Eshawn Jessica Scipio; Muhammad Rehan Siddiqi; Alon Ragoler; Justin Tan; Deepakkumar Patil; Rebeka Plecnik; Aaron Kirtland; Roselynn Grace Montecillo; Stephane Durand; Omer Faruk Bodur; Zahra Adoul; Mohamed Zekry; Guillaume Douville; Ali Karakoc; Tania C. B. Santos; Samir Shamseldeen; Loukmane Karim; Anna Liakhovitskaia; Nate Resman; Nicholas Farina; Juan Carlos Gonzalez; Gabe Maayan; Sarah Hoback; Rodrigo De Oliveira Pena; Glen Sherman; Hodjat Mariji; Rasoul Pouriamanesh; Wentao Wu; Gözdenur Demir; Sandra Mendoza; Ismail Alarab; Joshua Cole; Danyelle Ferreira; Bryan Johnson; Hsiaoyun Milliron; Mohammad Safdari; Liangti Dai; Siriphan Arthornthurasuk; Alexey Pronin; Jing Fan; Angel Ramirez-Trinidad; Ashley Cartwright; Daphiny Pottmaier; Omid Taheri; David Outevsky; Stanley Stepanic; Samuel Perry; Luke Askew; Raúl Adrián Huerta Rodríguez; Abdelkader Dendane; Sam Ali; Ricardo Lorena; Krishnamurthy Iyer; Sk Md Salauddin; Murat Islam; Juan Gonzalez; Josh Ducey; Russell Campbell; Maja Somrak; Vasilios Mavroudis; Eric Vergo; Juehang Qin; Benjámin Borbás; Eric Chu; Jack Lindsey; Anil Radhakrishnan; Antoine Jallon; I. M. J. McInnis; Alex Hoover; Sören Möller; Song Bian; John Lai; Tejal Patwardhan
The source distinguishes 19 organizers and 644 dataset-contributor positions. Shared resource points are associations, not equal work or 663 benchmark inventors.
Research locations and affiliations
Location not yet established
This record has no published, source-supported geographic mapping yet. Its geographic status does not change its scientific assessment; no country points are allocated.
English catalogue narrative
Phan et al.: expert-authored closed-ended frontier-model evaluation resource
Assembled difficult multimodal academic questions with known short or multiple-choice answers, staged expert review and public/private evaluation splits to probe frontier-model accuracy and calibration.
Scientific scope
This assessment concerns the initial January 2025 evaluation resource with 3,000 questions, rather than later 2,500-question, Rolling or Diamond versions. Its 19 organizers and 644 dataset-contributor positions have different documented roles; names are not resolved person identities or equal effort shares. Filtering and closed-ended scoring do not certify every answer, general intelligence or permanent resistance to contamination.
Reading status
This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.
People and systems
Long Phan; Alice Gatti; Ziwen Han; Nathaniel Li; Josephina Hu; Hugh Zhang; Sean Shi; Michael Choi; Anish Agrawal; Arnav Chopra; Adam Khoja; Ryan Kim; Richard Ren; Jason Hausenloy; Oliver Zhang; Mantas Mazeika; Summer Yue; Alexandr Wang; Dan Hendrycks; Daron Anderson; Tung Nguyen; Mobeen Mahmood; Fiona Feng; Steven Y. Feng; Haoran Zhao; Michael Yu; Varun Gangal; Chelsea Zou; Zihan Wang; Jessica P. Wang; Pawan Kumar; Oleksandr Pokutnyi; Robert Gerbicz; Serguei Popov; John-Clark Levin; Mstyslav Kazakov; Johannes Schmitt; Geoff Galgon; Alvaro Sanchez; Yongki Lee; Will Yeadon; Scott Sauers; Marc Roth; Chidozie Agu; Søren Riis; Fabian Giska; Saiteja Utpala; Zachary Giboney; Gashaw M. Goshu; Joan of Arc Xavier; Sarah-Jane Crowson; Mohinder Maheshbhai Naiya; Noah Burns; Lennart Finke; Zerui Cheng; Hyunwoo Park; Francesco Fournier-Facio; John Wydallis; Mark Nandor; Ankit Singh; Tim Gehrunger; Jiaqi Cai; Ben McCarty; Darling Duclosel; Jungbae Nam; Jennifer Zampese; Ryan G. Hoerr; Aras Bacho; Gautier Abou Loume; Abdallah Galal; Hangrui Cao; Alexis C Garretson; Damien Sileo; Qiuyu Ren; Doru Cojoc; Pavel Arkhipov; Usman Qazi; Lianghui Li; Sumeet Motwani; Christian Schroeder de Witt; Edwin Taylor; Johannes Veith; Eric Singer; Taylor D. Hartman; Paolo Rissone; Jaehyeok Jin; Jack Wei Lun Shi; Chris G. Willcocks; Joshua Robinson; Aleksandar Mikov; Ameya Prabhu; Longke Tang; Xavier Alapont; Justine Leon Uro; Kevin Zhou; Emily de Oliveira Santos; Andrey Pupasov Maksimov; Edward Vendrow; Kengo Zenitani; Julien Guillod; Yuqi Li; Joshua Vendrow; Vladyslav Kuchkin; Ng Ze-An; Pierre Marion; Denis Efremov; Jayson Lynch; Kaiqu Liang; Andrew Gritsevskiy; Dakotah Martinez; Ben Pageler; Nick Crispino; Dimitri Zvonkine; Natanael Wildner Fraga; Saeed Soori; Ori Press; Henry Tang; Julian Salazar; Sean R. Green; Lina Brüssel; Moon Twayana; Aymeric Dieuleveut; T. Ryan Rogers; Wenjin Zhang; Bikun Li; Jinzhou Yang; Arun Rao; Gabriel Loiseau; Mikhail Kalinin; Marco Lukas; Ciprian Manolescu; Subrata Mishra; Ariel Ghislain Kemogne Kamdoum; Tobias Kreiman; Tad Hogg; Alvin Jin; Carlo Bosio; Gongbo Sun; Brian P Coppola; Tim Tarver; Haline Heidinger; Rafael Sayous; Stefan Ivanov; Joseph M Cavanagh; Jiawei Shen; Joseph Marvin Imperial; Philippe Schwaller; Shaipranesh Senthilkuma; Andres M Bran; Ali Dehghan; Andres Algaba; Brecht Verbeken; David Noever; Ragavendran P V; Lisa Schut; Ilia Sucholutsky; Evgenii Zheltonozhskii; Derek Lim; Richard Stanley; Shankar Sivarajan; Tong Yang; John Maar; Julian Wykowski; Martí Oller; Jennifer Sandlin; Anmol Sahu; Yuzheng Hu; Sara Fish; Nasser Heydari; Archimedes Apronti; Kaivalya Rawal; Tobias Garcia Vilchis; Yuexuan Zu; Martin Lackner; James Koppel; Jeremy Nguyen; Daniil S. Antonenko; Steffi Chern; Bingchen Zhao; Pierrot Arsene; Alan Goldfarb; Sergey Ivanov; Rafał Poświata; Chenguang Wang; Daofeng Li; Donato Crisostomi; Andrea Achilleos; Benjamin Myklebust; Archan Sen; David Perrella; Nurdin Kaparov; Mark H Inlow; Allen Zang; Elliott Thornley; Daniil Orel; Vladislav Poritski; Shalev Ben-David; Zachary Berger; Parker Whitfill; Michael Foster; Daniel Munro; Linh Ho; Dan Bar Hava; Aleksey Kuchkin; Robert Lauff; David Holmes; Frank Sommerhage; Keith Schneider; Zakayo Kazibwe; Nate Stambaugh; Mukhwinder Singh; Ilias Magoulas; Don Clarke; Dae Hyun Kim; Felipe Meneguitti Dias; Veit Elser; Kanu Priya Agarwal; Victor Efren Guadarrama Vilchis; Immo Klose; Christoph Demian; Ujjwala Anantheswaran; Adam Zweiger; Guglielmo Albani; Jeffery Li; Nicolas Daans; Maksim Radionov; Václav Rozhoň; Ziqiao Ma; Christian Stump; Mohammed Berkani; Jacob Platnick; Volodymyr Nevirkovets; Luke Basler; Marco Piccardo; Ferenc Jeanplong; Niv Cohen; Josef Tkadlec; Paul Rosu; Piotr Padlewski; Stanislaw Barzowski; Kyle Montgomery; Aline Menezes; Arkil Patel; Zixuan Wang; Jamie Tucker-Foltz; Jack Stade; Tom Goertzen; Fereshteh Kazemi; Jeremiah Milbauer; John Arnold Ambay; Abhishek Shukla; Yan Carlos Leyva Labrador; Alan Givré; Hew Wolff; Vivien Rossbach; Muhammad Fayez Aziz; Younesse Kaddar; Yanxu Chen; Robin Zhang; Jiayi Pan; Antonio Terpin; Niklas Muennighoff; Hailey Schoelkopf; Eric Zheng; Avishy Carmi; Adam Jones; Jainam Shah; Ethan D. L. Brown; Kelin Zhu; Max Bartolo; Richard Wheeler; Andrew Ho; Shaul Barkan; Jiaqi Wang; Martin Stehberger; Egor Kretov; Kaustubh Sridhar; Zienab EL-Wasif; Anji Zhang; Daniel Pyda; Joanna Tam; David M. Cunningham; Vladimir Goryachev; Demosthenes Patramanis; Michael Krause; Andrew Redenti; Daniel Bugas; David Aldous; Jesyin Lai; Shannon Coleman; Mohsen Bahaloo; Jiangnan Xu; Sangwon Lee; Sandy Zhao; Ning Tang; Michael K. Cohen; Micah Carroll; Orr Paradise; Jan Hendrik Kirchner; Stefan Steinerberger; Maksym Ovchynnikov; Jason O. Matos; Adithya Shenoy; Benedito Alves de Oliveira Junior; Michael Wang; Yuzhou Nie; Paolo Giordano; Philipp Petersen; Anna Sztyber-Betley; Priti Shukla; Jonathan Crozier; Antonella Pinto; Shreyas Verma; Prashant Joshi; Zheng-Xin Yong; Allison Tee; Jérémy Andréoletti; Orion Weller; Raghav Singhal; Gang Zhang; Alexander Ivanov; Seri Khoury; Hamid Mostaghimi; Kunvar Thaman; Qijia Chen; Tran Quoc Khánh; Jacob Loader; Stefano Cavalleri; Hannah Szlyk; Zachary Brown; Jonathan Roberts; William Alley; Kunyang Sun; Ryan Stendall; Max Lamparth; Anka Reuel; Ting Wang; Hanmeng Xu; Sreenivas Goud Raparthi; Pablo Hernández-Cámara; Freddie Martin; Dmitry Malishev; Thomas Preu; Tomek Korbak; Marcus Abramovitch; Dominic Williamson; Ziye Chen; Biró Bálint; M Saiful Bari; Peyman Kassani; Zihao Wang; Behzad Ansarinejad; Laxman Prasad Goswami; Yewen Sun; Hossam Elgnainy; Daniel Tordera; George Balabanian; Earth Anderson; Lynna Kvistad; Alejandro José Moyano; Rajat Maheshwari; Ahmad Sakor; Murat Eron; Isaac C. McAlister; Javier Gimenez; Innocent Enyekwe; Andrew Favre D. O.; Shailesh Shah; Xiaoxiang Zhou; Firuz Kamalov; Ronald Clark; Sherwin Abdoli; Tim Santens; Khalida Meer; Harrison K Wang; Kalyan Ramakrishnan; Evan Chen; Alessandro Tomasiello; G. Bruno De Luca; Shi-Zhuo Looi; Vinh-Kha Le; Noam Kolt; Niels Mündler; Avi Semler; Emma Rodman; Jacob Drori; Carl J Fossum; Milind Jagota; Ronak Pradeep; Honglu Fan; Tej Shah; Jonathan Eicher; Michael Chen; Kushal Thaman; William Merrill; Carter Harris; Jason Gross; Ilya Gusev; Asankhaya Sharma; Shashank Agnihotri; Pavel Zhelnov; Siranut Usawasutsakorn; Mohammadreza Mofayezi; Sergei Bogdanov; Alexander Piperski; Marc Carauleanu; David K. Zhang; Dylan Ler; Roman Leventov; Ignat Soroko; Thorben Jansen; Pascal Lauer; Joshua Duersch; Vage Taamazyan; Wiktor Morak; Wenjie Ma; William Held; Tran Đuc Huy; Ruicheng Xian; Armel Randy Zebaze; Mohanad Mohamed; Julian Noah Leser; Michelle X Yuan; Laila Yacar; Johannes Lengler; Hossein Shahrtash; Edson Oliveira; Joseph W. Jackson; Daniel Espinosa Gonzalez; Andy Zou; Muthu Chidambaram; Timothy Manik; Hector Haffenden; Dashiell Stander; Ali Dasouqi; Alexander Shen; Emilien Duc; Bita Golshani; David Stap; Mikalai Uzhou; Alina Borisovna Zhidkovskaya; Lukas Lewark; Mátyás Vincze; Dustin Wehr; Colin Tang; Zaki Hossain; Shaun Phillips; Jiang Muzhen; Fredrik Ekström; Angela Hammon; Oam Patel; Nicolas Remy; Faraz Farhidi; George Medley; Forough Mohammadzadeh; Madellene Peñaflor; Haile Kassahun; Alena Friedrich; Claire Sparrow; Taom Sakal; Omkar Dhamane; Ali Khajegili Mirabadi; Eric Hallman; Mike Battaglia; Mohammad Maghsoudimehrabani; Hieu Hoang; Alon Amit; Dave Hulbert; Roberto Pereira; Simon Weber; Stephen Mensah; Nathan Andre; Anton Peristyy; Chris Harjadi; Himanshu Gupta; Stephen Malina; Samuel Albanie; Will Cai; Mustafa Mehkary; Frank Reidegeld; Anna-Katharina Dick; Cary Friday; Jasdeep Sidhu; Wanyoung Kim; Mariana Costa; Hubeyb Gurdogan; Brian Weber; Harsh Kumar; Tong Jiang; Arunim Agarwal; Chiara Ceconello; Warren S. Vaz; Chao Zhuang; Haon Park; Andrew R. Tawfeek; Daattavya Aggarwal; Michael Kirchhof; Linjie Dai; Evan Kim; Johan Ferret; Yuzhou Wang; Minghao Yan; Krzysztof Burdzy; Lixin Zhang; Antonio Franca; Diana T. Pham; Kang Yong Loh; Joshua Robinson; Shreen Gul; Gunjan Chhablani; Zhehang Du; Adrian Cosma; Colin White; Robin Riblet; Prajvi Saxena; Jacob Votava; Vladimir Vinnikov; Ethan Delaney; Shiv Halasyamani; Syed M. Shahid; Jean-Christophe Mourrat; Lavr Vetoshkin; Renas Bacho; Vincent Ginis; Aleksandr Maksapetyan; Florencia de la Rosa; Xiuyu Li; Guillaume Malod; Leon Lang; Julien Laurendeau; Fatimah Adesanya; Julien Portier; Lawrence Hollom; Victor Souza; Yuchen Anna Zhou; Yiğit Yalın; Gbenga Daniel Obikoya; Luca Arnaboldi; Rai (Michael Pokorny); Filippo Bigi; Kaniuar Bacho; Pierre Clavier; Gabriel Recchia; Mara Popescu; Nikita Shulga; Ngefor Mildred Tanwie; Thomas C. H. Lux; Ben Rank; Colin Ni; Alesia Yakimchyk; Huanxu (Quinn) Liu; Olle Häggström; Emil Verkama; Himanshu Narayan; Hans Gundlach; Leonor Brito-Santana; Brian Amaro; Vivek Vajipey; Rynaa Grover; Yiyang Fan; Gabriel Poesia Reis e Silva; Linwei Xin; Yosi Kratish; Jakub Łucki; Wen-Ding Li; Justin Xu; Kevin Joseph Scaria; Freddie Vargus; Farzad Habibi; Long (Tony) Lian; Emanuele Rodolà; Jules Robins; Vincent Cheng; Declan Grabb; Ida Bosio; Tony Fruhauff; Ido Akov; Eve J. Y. Lo; Hao Qi; Xi Jiang; Ben Segev; Jingxuan Fan; Sarah Martinson; Erik Y. Wang; Kaylie Hausknecht; Michael P. Brenner; Mao Mao; Yibo Jiang; Xinyu Zhang; David Avagian; Eshawn Jessica Scipio; Muhammad Rehan Siddiqi; Alon Ragoler; Justin Tan; Deepakkumar Patil; Rebeka Plecnik; Aaron Kirtland; Roselynn Grace Montecillo; Stephane Durand; Omer Faruk Bodur; Zahra Adoul; Mohamed Zekry; Guillaume Douville; Ali Karakoc; Tania C. B. Santos; Samir Shamseldeen; Loukmane Karim; Anna Liakhovitskaia; Nate Resman; Nicholas Farina; Juan Carlos Gonzalez; Gabe Maayan; Sarah Hoback; Rodrigo De Oliveira Pena; Glen Sherman; Hodjat Mariji; Rasoul Pouriamanesh; Wentao Wu; Gözdenur Demir; Sandra Mendoza; Ismail Alarab; Joshua Cole; Danyelle Ferreira; Bryan Johnson; Hsiaoyun Milliron; Mohammad Safdari; Liangti Dai; Siriphan Arthornthurasuk; Alexey Pronin; Jing Fan; Angel Ramirez-Trinidad; Ashley Cartwright; Daphiny Pottmaier; Omid Taheri; David Outevsky; Stanley Stepanic; Samuel Perry; Luke Askew; Raúl Adrián Huerta Rodríguez; Abdelkader Dendane; Sam Ali; Ricardo Lorena; Krishnamurthy Iyer; Sk Md Salauddin; Murat Islam; Juan Gonzalez; Josh Ducey; Russell Campbell; Maja Somrak; Vasilios Mavroudis; Eric Vergo; Juehang Qin; Benjámin Borbás; Eric Chu; Jack Lindsey; Anil Radhakrishnan; Antoine Jallon; I. M. J. McInnis; Alex Hoover; Sören Möller; Song Bian; John Lai; Tejal Patwardhan
The source distinguishes 19 organizers and 644 dataset-contributor positions. Shared resource points are associations, not equal work or 663 benchmark inventors.