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Main Authors: Phan, Long, Gatti, Alice, Han, Ziwen, Li, Nathaniel, Hu, Josephina, Zhang, Hugh, Zhang, Chen Bo Calvin, Shaaban, Mohamed, Ling, John, Shi, Sean, Choi, Michael, Agrawal, Anish, Chopra, Arnav, Khoja, Adam, Kim, Ryan, Ren, Richard, Hausenloy, Jason, Zhang, Oliver, Mazeika, Mantas, Dodonov, Dmitry, Nguyen, Tung, Lee, Jaeho, Anderson, Daron, Doroshenko, Mikhail, Stokes, Alun Cennyth, Mahmood, Mobeen, Pokutnyi, Oleksandr, Iskra, Oleg, Wang, Jessica P., Levin, John-Clark, Kazakov, Mstyslav, Feng, Fiona, Feng, Steven Y., Zhao, Haoran, Yu, Michael, Gangal, Varun, Zou, Chelsea, Wang, Zihan, Popov, Serguei, Gerbicz, Robert, Galgon, Geoff, Schmitt, Johannes, Yeadon, Will, Lee, Yongki, Sauers, Scott, Sanchez, Alvaro, Giska, Fabian, Roth, Marc, Riis, Søren, Utpala, Saiteja, Burns, Noah, Goshu, Gashaw M., Naiya, Mohinder Maheshbhai, Agu, Chidozie, Giboney, Zachary, Cheatom, Antrell, Fournier-Facio, Francesco, Crowson, Sarah-Jane, Finke, Lennart, Cheng, Zerui, Zampese, Jennifer, Hoerr, Ryan G., Nandor, Mark, Park, Hyunwoo, Gehrunger, Tim, Cai, Jiaqi, McCarty, Ben, Garretson, Alexis C, Taylor, Edwin, Sileo, Damien, Ren, Qiuyu, Qazi, Usman, Li, Lianghui, Nam, Jungbae, Wydallis, John B., Arkhipov, Pavel, Shi, Jack Wei Lun, Bacho, Aras, Willcocks, Chris G., Cao, Hangrui, Motwani, Sumeet, Santos, Emily de Oliveira, Veith, Johannes, Vendrow, Edward, Cojoc, Doru, Zenitani, Kengo, Robinson, Joshua, Tang, Longke, Li, Yuqi, Vendrow, Joshua, Fraga, Natanael Wildner, Kuchkin, Vladyslav, Maksimov, Andrey Pupasov, Marion, Pierre, Efremov, Denis, Lynch, Jayson, Liang, Kaiqu, Mikov, Aleksandar, Gritsevskiy, Andrew, Guillod, Julien, Demir, Gözdenur, Martinez, Dakotah, Pageler, Ben, Zhou, Kevin, Soori, Saeed, Press, Ori, Tang, Henry, Rissone, Paolo, Green, Sean R., Brüssel, Lina, Twayana, Moon, Dieuleveut, Aymeric, Imperial, Joseph Marvin, Prabhu, Ameya, Yang, Jinzhou, Crispino, Nick, Rao, Arun, Zvonkine, Dimitri, Loiseau, Gabriel, Kalinin, Mikhail, Lukas, Marco, Manolescu, Ciprian, Stambaugh, Nate, Mishra, Subrata, Hogg, Tad, Bosio, Carlo, Coppola, Brian P, Salazar, Julian, Jin, Jaehyeok, Sayous, Rafael, Ivanov, Stefan, Schwaller, Philippe, Senthilkuma, Shaipranesh, Bran, Andres M, Algaba, Andres, Houte, Kelsey Van den, Van Der Sypt, Lynn, Verbeken, Brecht, Noever, David, Kopylov, Alexei, Myklebust, Benjamin, Li, Bikun, Schut, Lisa, Zheltonozhskii, Evgenii, Yuan, Qiaochu, Lim, Derek, Stanley, Richard, Yang, Tong, Maar, John, Wykowski, Julian, Oller, Martí, Sahu, Anmol, Ardito, Cesare Giulio, Hu, Yuzheng, Kamdoum, Ariel Ghislain Kemogne, Jin, Alvin, Vilchis, Tobias Garcia, Zu, Yuexuan, Lackner, Martin, Koppel, James, Sun, Gongbo, Antonenko, Daniil S., Chern, Steffi, Zhao, Bingchen, Arsene, Pierrot, Cavanagh, Joseph M, Li, Daofeng, Shen, Jiawei, Crisostomi, Donato, Zhang, Wenjin, Dehghan, Ali, Ivanov, Sergey, Perrella, David, Kaparov, Nurdin, Zang, Allen, Sucholutsky, Ilia, Kharlamova, Arina, Orel, Daniil, Poritski, Vladislav, Ben-David, Shalev, Berger, Zachary, Whitfill, Parker, Foster, Michael, Munro, Daniel, Ho, Linh, Sivarajan, Shankar, Hava, Dan Bar, Kuchkin, Aleksey, Holmes, David, Rodriguez-Romero, Alexandra, Sommerhage, Frank, Zhang, Anji, Moat, Richard, Schneider, Keith, Kazibwe, Zakayo, Clarke, Don, Kim, Dae Hyun, Dias, Felipe Meneguitti, Fish, Sara, Elser, Veit, Kreiman, Tobias, Vilchis, Victor Efren Guadarrama, Klose, Immo, Anantheswaran, Ujjwala, Zweiger, Adam, Rawal, Kaivalya, Li, Jeffery, Nguyen, Jeremy, Daans, Nicolas, Heidinger, Haline, Radionov, Maksim, Rozhoň, Václav, Ginis, Vincent, Stump, Christian, Cohen, Niv, Poświata, Rafał, Tkadlec, Josef, Goldfarb, Alan, Wang, Chenguang, Padlewski, Piotr, Barzowski, Stanislaw, Montgomery, Kyle, Stendall, Ryan, Tucker-Foltz, Jamie, Stade, Jack, Rogers, T. Ryan, Goertzen, Tom, Grabb, Declan, Shukla, Abhishek, Givré, Alan, Ambay, John Arnold, Sen, Archan, Aziz, Muhammad Fayez, Inlow, Mark H, He, Hao, Zhang, Ling, Kaddar, Younesse, Ängquist, Ivar, Chen, Yanxu, Wang, Harrison K, Ramakrishnan, Kalyan, Thornley, Elliott, Terpin, Antonio, Schoelkopf, Hailey, Zheng, Eric, Carmi, Avishy, Brown, Ethan D. L., Zhu, Kelin, Bartolo, Max, Wheeler, Richard, Stehberger, Martin, Bradshaw, Peter, Heimonen, JP, Sridhar, Kaustubh, Akov, Ido, Sandlin, Jennifer, Makarychev, Yury, Tam, Joanna, Hoang, Hieu, Cunningham, David M., Goryachev, Vladimir, Patramanis, Demosthenes, Krause, Michael, Redenti, Andrew, Aldous, David, Lai, Jesyin, Coleman, Shannon, Xu, Jiangnan, Lee, Sangwon, Magoulas, Ilias, Zhao, Sandy, Tang, Ning, Cohen, Michael K., Paradise, Orr, Kirchner, Jan Hendrik, Ovchynnikov, Maksym, Matos, Jason O., Shenoy, Adithya, Wang, Michael, Nie, Yuzhou, Sztyber-Betley, Anna, Faraboschi, Paolo, Riblet, Robin, Crozier, Jonathan, Halasyamani, Shiv, Verma, Shreyas, Joshi, Prashant, Meril, Eli, Ma, Ziqiao, Andréoletti, Jérémy, Singhal, Raghav, Platnick, Jacob, Nevirkovets, Volodymyr, Basler, Luke, Ivanov, Alexander, Khoury, Seri, Gustafsson, Nils, Piccardo, Marco, Mostaghimi, Hamid, Chen, Qijia, Singh, Virendra, Khánh, Tran Quoc, Rosu, Paul, Szlyk, Hannah, Brown, Zachary, Narayan, Himanshu, Menezes, Aline, Roberts, Jonathan, Alley, William, Sun, Kunyang, Patel, Arkil, Lamparth, Max, Reuel, Anka, Xin, Linwei, Xu, Hanmeng, Loader, Jacob, Martin, Freddie, Wang, Zixuan, Achilleos, Andrea, Preu, Thomas, Korbak, Tomek, Bosio, Ida, Kazemi, Fereshteh, Chen, Ziye, Bálint, Biró, Lo, Eve J. Y., Wang, Jiaqi, Nunes, Maria Inês S., Milbauer, Jeremiah, Bari, M Saiful, Wang, Zihao, Ansarinejad, Behzad, Sun, Yewen, Durand, Stephane, Elgnainy, Hossam, Douville, Guillaume, Tordera, Daniel, Balabanian, George, Wolff, Hew, Kvistad, Lynna, Milliron, Hsiaoyun, Sakor, Ahmad, Eron, Murat, O., Andrew Favre D., Shah, Shailesh, Zhou, Xiaoxiang, Kamalov, Firuz, Abdoli, Sherwin, Santens, Tim, Barkan, Shaul, Tee, Allison, Zhang, Robin, Tomasiello, Alessandro, De Luca, G. Bruno, Looi, Shi-Zhuo, Le, Vinh-Kha, Kolt, Noam, Pan, Jiayi, Rodman, Emma, Drori, Jacob, Fossum, Carl J, Muennighoff, Niklas, Jagota, Milind, Pradeep, Ronak, Fan, Honglu, Eicher, Jonathan, Chen, Michael, Thaman, Kushal, Merrill, William, Firsching, Moritz, Harris, Carter, Ciobâcă, Stefan, Gross, Jason, Pandey, Rohan, Gusev, Ilya, Jones, Adam, Agnihotri, Shashank, Zhelnov, Pavel, Mofayezi, Mohammadreza, Piperski, Alexander, Zhang, David K., Dobarskyi, Kostiantyn, Leventov, Roman, Soroko, Ignat, Duersch, Joshua, Taamazyan, Vage, Ho, Andrew, Ma, Wenjie, Held, William, Xian, Ruicheng, Zebaze, Armel Randy, Mohamed, Mohanad, Leser, Julian Noah, Yuan, Michelle X, Yacar, Laila, Lengler, Johannes, Olszewska, Katarzyna, Di Fratta, Claudio, Oliveira, Edson, Jackson, Joseph W., Zou, Andy, Chidambaram, Muthu, Manik, Timothy, Haffenden, Hector, Stander, Dashiell, Dasouqi, Ali, Shen, Alexander, Golshani, Bita, Stap, David, Kretov, Egor, Uzhou, Mikalai, Zhidkovskaya, Alina Borisovna, Winter, Nick, Rodriguez, Miguel Orbegozo, Lauff, Robert, Wehr, Dustin, Tang, Colin, Hossain, Zaki, Phillips, Shaun, Samuele, Fortuna, Ekström, Fredrik, Hammon, Angela, Patel, Oam, Farhidi, Faraz, Medley, George, Mohammadzadeh, Forough, Peñaflor, Madellene, Kassahun, Haile, Friedrich, Alena, Perez, Rayner Hernandez, Pyda, Daniel, Sakal, Taom, Dhamane, Omkar, Mirabadi, Ali Khajegili, Hallman, Eric, Okutsu, Kenchi, Battaglia, Mike, Maghsoudimehrabani, Mohammad, Amit, Alon, Hulbert, Dave, Pereira, Roberto, Weber, Simon, Handoko, Peristyy, Anton, Malina, Stephen, Mehkary, Mustafa, Aly, Rami, Reidegeld, Frank, Dick, Anna-Katharina, Friday, Cary, Singh, Mukhwinder, Shapourian, Hassan, Kim, Wanyoung, Costa, Mariana, Gurdogan, Hubeyb, Kumar, Harsh, Ceconello, Chiara, Zhuang, Chao, Park, Haon, Carroll, Micah, Tawfeek, Andrew R., Steinerberger, Stefan, Aggarwal, Daattavya, Kirchhof, Michael, Dai, Linjie, Kim, Evan, Ferret, Johan, Shah, Jainam, Wang, Yuzhou, Yan, Minghao, Burdzy, Krzysztof, Zhang, Lixin, Franca, Antonio, Pham, Diana T., Loh, Kang Yong, Jackson, Abram, Giordano, Paolo, Petersen, Philipp, Cosma, Adrian, Colino, Jesus, White, Colin, Votava, Jacob, Vinnikov, Vladimir, Delaney, Ethan, Spelda, Petr, Stritecky, Vit, Shahid, Syed M., Mourrat, Jean-Christophe, Vetoshkin, Lavr, Sponselee, Koen, Bacho, Renas, Yong, Zheng-Xin, de la Rosa, Florencia, Cho, Nathan, Li, Xiuyu, Malod, Guillaume, Weller, Orion, Albani, Guglielmo, Lang, Leon, Laurendeau, Julien, Kazakov, Dmitry, Adesanya, Fatimah, Portier, Julien, Hollom, Lawrence, Souza, Victor, Zhou, Yuchen Anna, Degorre, Julien, Yalın, Yiğit, Obikoya, Gbenga Daniel, Rai, Bigi, Filippo, Boscá, M. C., Shumar, Oleg, Bacho, Kaniuar, Recchia, Gabriel, Popescu, Mara, Shulga, Nikita, Tanwie, Ngefor Mildred, Lux, Thomas C. H., Rank, Ben, Ni, Colin, Brooks, Matthew, Yakimchyk, Alesia, Huanxu, Liu, Cavalleri, Stefano, Häggström, Olle, Verkama, Emil, Newbould, Joshua, Gundlach, Hans, Brito-Santana, Leonor, Amaro, Brian, Vajipey, Vivek, Grover, Rynaa, Wang, Ting, Kratish, Yosi, Li, Wen-Ding, Gopi, Sivakanth, Caciolai, Andrea, de Witt, Christian Schroeder, Hernández-Cámara, Pablo, Rodolà, Emanuele, Robins, Jules, Williamson, Dominic, Cheng, Vincent, Raynor, Brad, Qi, Hao, Segev, Ben, Fan, Jingxuan, Martinson, Sarah, Wang, Erik Y., Hausknecht, Kaylie, Brenner, Michael P., Mao, Mao, Demian, Christoph, Kassani, Peyman, Zhang, Xinyu, Avagian, David, Scipio, Eshawn Jessica, Ragoler, Alon, Tan, Justin, Sims, Blake, Plecnik, Rebeka, Kirtland, Aaron, Bodur, Omer Faruk, Shinde, D. P., Labrador, Yan Carlos Leyva, Adoul, Zahra, Zekry, Mohamed, Karakoc, Ali, Santos, Tania C. B., Shamseldeen, Samir, Karim, Loukmane, Liakhovitskaia, Anna, Resman, Nate, Farina, Nicholas, Gonzalez, Juan Carlos, Maayan, Gabe, Anderson, Earth, Pena, Rodrigo De Oliveira, Kelley, Elizabeth, Mariji, Hodjat, Pouriamanesh, Rasoul, Wu, Wentao, Finocchio, Ross, Alarab, Ismail, Cole, Joshua, Ferreira, Danyelle, Johnson, Bryan, Safdari, Mohammad, Dai, Liangti, Arthornthurasuk, Siriphan, McAlister, Isaac C., Moyano, Alejandro José, Pronin, Alexey, Fan, Jing, Ramirez-Trinidad, Angel, Malysheva, Yana, Pottmaier, Daphiny, Taheri, Omid, Stepanic, Stanley, Perry, Samuel, Askew, Luke, Rodríguez, Raúl Adrián Huerta, Minissi, Ali M. R., Lorena, Ricardo, Iyer, Krishnamurthy, Fasiludeen, Arshad Anil, Clark, Ronald, Ducey, Josh, Piza, Matheus, Somrak, Maja, Vergo, Eric, Qin, Juehang, Borbás, Benjámin, Chu, Eric, Lindsey, Jack, Jallon, Antoine, McInnis, I. M. J., Chen, Evan, Semler, Avi, Gloor, Luk, Shah, Tej, Carauleanu, Marc, Lauer, Pascal, Huy, Tran Đuc, Shahrtash, Hossein, Duc, Emilien, Lewark, Lukas, Brown, Assaf, Albanie, Samuel, Weber, Brian, Vaz, Warren S., Clavier, Pierre, Fan, Yiyang, Silva, Gabriel Poesia Reis e, Long, Lian, Abramovitch, Marcus, Jiang, Xi, Mendoza, Sandra, Islam, Murat, Gonzalez, Juan, Mavroudis, Vasilios, Xu, Justin, Kumar, Pawan, Goswami, Laxman Prasad, Bugas, Daniel, Heydari, Nasser, Jeanplong, Ferenc, Jansen, Thorben, Pinto, Antonella, Apronti, Archimedes, Galal, Abdallah, Ze-An, Ng, Singh, Ankit, Jiang, Tong, Xavier, Joan of Arc, Agarwal, Kanu Priya, Berkani, Mohammed, Zhang, Gang, Du, Zhehang, Junior, Benedito Alves de Oliveira, Malishev, Dmitry, Remy, Nicolas, Hartman, Taylor D., Tarver, Tim, Mensah, Stephen, Loume, Gautier Abou, Morak, Wiktor, Habibi, Farzad, Hoback, Sarah, Cai, Will, Gimenez, Javier, Montecillo, Roselynn Grace, Łucki, Jakub, Campbell, Russell, Sharma, Asankhaya, Meer, Khalida, Gul, Shreen, Gonzalez, Daniel Espinosa, Alapont, Xavier, Hoover, Alex, Chhablani, Gunjan, Vargus, Freddie, Agarwal, Arunim, Jiang, Yibo, Patil, Deepakkumar, Outevsky, David, Scaria, Kevin Joseph, Maheshwari, Rajat, Dendane, Abdelkader, Shukla, Priti, Cartwright, Ashley, Bogdanov, Sergei, Mündler, Niels, Möller, Sören, Arnaboldi, Luca, Thaman, Kunvar, Siddiqi, Muhammad Rehan, Saxena, Prajvi, Gupta, Himanshu, Fruhauff, Tony, Sherman, Glen, Vincze, Mátyás, Usawasutsakorn, Siranut, Ler, Dylan, Radhakrishnan, Anil, Enyekwe, Innocent, Salauddin, Sk Md, Muzhen, Jiang, Maksapetyan, Aleksandr, Rossbach, Vivien, Harjadi, Chris, Bahaloohoreh, Mohsen, Sparrow, Claire, Sidhu, Jasdeep, Ali, Sam, Bian, Song, Lai, John, Singer, Eric, Uro, Justine Leon, Bateman, Greg, Sayed, Mohamed, Menshawy, Ahmed, Duclosel, Darling, Bezzi, Dario, Jain, Yashaswini, Aaron, Ashley, Tiryakioglu, Murat, Siddh, Sheeshram, Krenek, Keith, Shah, Imad Ali, Jin, Jun, Creighton, Scott, Peskoff, Denis, EL-Wasif, Zienab, P V, Ragavendran, Richmond, Michael, McGowan, Joseph, Patwardhan, Tejal, Sun, Hao-Yu, Sun, Ting, Zubić, Nikola, Sala, Samuele, Ebert, Stephen, Kaddour, Jean, Schottdorf, Manuel, Wang, Dianzhuo, Petruzella, Gerol, Meiburg, Alex, Medved, Tilen, ElSheikh, Ali, Hebbar, S Ashwin, Vaquero, Lorenzo, Yang, Xianjun, Poulos, Jason, Zouhar, Vilém, Bogdanik, Sergey, Zhang, Mingfang, Sanz-Ros, Jorge, Anugraha, David, Dai, Yinwei, Nhu, Anh N., Wang, Xue, Demircali, Ali Anil, Jia, Zhibai, Zhou, Yuyin, Wu, Juncheng, He, Mike, Chandok, Nitin, Sinha, Aarush, Luo, Gaoxiang, Le, Long, Noyé, Mickaël, Perełkiewicz, Michał, Pantidis, Ioannis, Qi, Tianbo, Purohit, Soham Sachin, Parcalabescu, Letitia, Nguyen, Thai-Hoa, Winata, Genta Indra, Ponti, Edoardo M., Li, Hanchen, Dhole, Kaustubh, Park, Jongee, Abbondanza, Dario, Wang, Yuanli, Nayak, Anupam, Caetano, Diogo M., Wong, Antonio A. W. L., del Rio-Chanona, Maria, Kondor, Dániel, Francois, Pieter, Chalstrey, Ed, Zsambok, Jakob, Hoyer, Dan, Reddish, Jenny, Hauser, Jakob, Rodrigo-Ginés, Francisco-Javier, Datta, Suchandra, Shepherd, Maxwell, Kamphuis, Thom, Zhang, Qizheng, Kim, Hyunjun, Sun, Ruiji, Yao, Jianzhu, Dernoncourt, Franck, Krishna, Satyapriya, Rismanchian, Sina, Pu, Bonan, Pinto, Francesco, Wang, Yingheng, Shridhar, Kumar, Overholt, Kalon J., Briia, Glib, Nguyen, Hieu, David, Bartomeu, Soler, Pang, Tony CY, Wecker, Adam, Xiong, Yifan, Li, Fanfei, Huber, Lukas S., Jaeger, Joshua, De Maddalena, Romano, Lù, Xing Han, Zhang, Yuhui, Beger, Claas, Kon, Patrick Tser Jern, Li, Sean, Sanker, Vivek, Yin, Ming, Liang, Yihao, Zhang, Xinlu, Agrawal, Ankit, Yifei, Li S., Zhang, Zechen, Cai, Mu, Sonmez, Yasin, Cozianu, Costin, Li, Changhao, Slen, Alex, Yu, Shoubin, Park, Hyun Kyu, Sarti, Gabriele, Briański, Marcin, Stolfo, Alessandro, Nguyen, Truong An, Zhang, Mike, Perlitz, Yotam, Hernandez-Orallo, Jose, Li, Runjia, Shabani, Amin, Juefei-Xu, Felix, Dhingra, Shikhar, Zohar, Orr, Nguyen, My Chiffon, Pondaven, Alexander, Yilmaz, Abdurrahim, Zhao, Xuandong, Jin, Chuanyang, Jiang, Muyan, Todoran, Stefan, Han, Xinyao, Kreuer, Jules, Rabern, Brian, Plassart, Anna, Maggetti, Martino, Yap, Luther, Geirhos, Robert, Kean, Jonathon, Wang, Dingsu, Mollaei, Sina, Sun, Chenkai, Yin, Yifan, Wang, Shiqi, Li, Rui, Chang, Yaowen, Wei, Anjiang, Bizeul, Alice, Wang, Xiaohan, Arrais, Alexandre Oliveira, Mukherjee, Kushin, Chamorro-Padial, Jorge, Liu, Jiachen, Qu, Xingyu, Guan, Junyi, Bouyamourn, Adam, Wu, Shuyu, Plomecka, Martyna, Chen, Junda, Tang, Mengze, Deng, Jiaqi, Subramanian, Shreyas, Xi, Haocheng, Chen, Haoxuan, Zhang, Weizhi, Ren, Yinuo, Tu, Haoqin, Kim, Sejong, Chen, Yushun, Marjanović, Sara Vera, Ha, Junwoo, Luczyna, Grzegorz, Ma, Jeff J., Shen, Zewen, Song, Dawn, Zhang, Cedegao E., Wang, Zhun, Gendron, Gaël, Xiao, Yunze, Smucker, Leo, Weng, Erica, Lee, Kwok Hao, Ye, Zhe, Ermon, Stefano, Lopez-Miguel, Ignacio D., Knights, Theo, Gitter, Anthony, Park, Namkyu, Wei, Boyi, Chen, Hongzheng, Pai, Kunal, Elkhanany, Ahmed, Lin, Han, Siedler, Philipp D., Fang, Jichao, Mishra, Ritwik, Zsolnai-Fehér, Károly, Jiang, Xilin, Khan, Shadab, Yuan, Jun, Jain, Rishab Kumar, Lin, Xi, Peterson, Mike, Wang, Zhe, Malusare, Aditya, Tang, Maosen, Gupta, Isha, Fosin, Ivan, Kang, Timothy, Dworakowska, Barbara, Matsumoto, Kazuki, Zheng, Guangyao, Sewuster, Gerben, Villanueva, Jorge Pretel, Rannev, Ivan, Chernyavsky, Igor, Chen, Jiale, Banik, Deepayan, Racz, Ben, Dong, Wenchao, Wang, Jianxin, Bashmal, Laila, Gonçalves, Duarte V., Hu, Wei, Bar, Kaushik, Bohdal, Ondrej, Patlan, Atharv Singh, Dhuliawala, Shehzaad, Geirhos, Caroline, Wist, Julien, Kansal, Yuval, Chen, Bingsen, Tire, Kutay, Yücel, Atak Talay, Christof, Brandon, Singla, Veerupaksh, Song, Zijian, Chen, Sanxing, Ge, Jiaxin, Ponkshe, Kaustubh, Park, Isaac, Shi, Tianneng, Ma, Martin Q., Mak, Joshua, Lai, Sherwin, Moulin, Antoine, Cheng, Zhuo, Zhu, Zhanda, Zhang, Ziyi, Patil, Vaidehi, Jha, Ketan, Men, Qiutong, Wu, Jiaxuan, Zhang, Tianchi, Vieira, Bruno Hebling, Aji, Alham Fikri, Chung, Jae-Won, Mahfoud, Mohammed, Hoang, Ha Thi, Sperzel, Marc, Hao, Wei, Meding, Kristof, Xu, Sihan, Kostakos, Vassilis, Manini, Davide, Liu, Yueying, Toukmaji, Christopher, Paek, Jay, Yu, Eunmi, Demircali, Arif Engin, Sun, Zhiyi, Dewerpe, Ivan, Qin, Hongsen, Pflugfelder, Roman, Bailey, James, Morris, Johnathan, Heilala, Ville, Rosset, Sybille, Yu, Zishun, Chen, Peter E., Yeo, Woongyeong, Jain, Eeshaan, Yang, Ryan, Chigurupati, Sreekar, Chernyavsky, Julia, Reddy, Sai Prajwal, Venugopalan, Subhashini, Batra, Hunar, Park, Core Francisco, Tran, Hieu, Maximiano, Guilherme, Zhang, Genghan, Liang, Yizhuo, Shiyu, Hu, Xu, Rongwu, Pan, Rui, Suresh, Siddharth, Liu, Ziqi, Gulati, Samaksh, Zhang, Songyang, Turchin, Peter, Bartlett, Christopher W., Scotese, Christopher R., Cao, Phuong M., Wu, Ben, Karwowski, Jacek, Scaramuzza, Davide, Nattanmai, Aakaash, McKellips, Gordon, Cheraku, Anish, Suhail, Asim, Luo, Ethan, Deng, Marvin, Luo, Jason, Zhang, Ashley, Jindel, Kavin, Halevy, Kasper, Baranov, Allen, Liu, Michael, Avadhanam, Advaith, Zhang, David, Ma, Brad, Fu, Evan, Do, Liam, Lass, Joshua, Yang, Hubert, Sunkari, Surya, Bharath, Vishruth, Ai, Violet, Leung, James, Agrawal, Rishit, Zhou, Alan, Chen, Kevin, Kalpathi, Tejas, Xu, Ziqi, Wang, Gavin, Xiao, Tyler, Maung, Erik, Lee, Sam, Yue, Roy, Zhao, Ben, Yoon, Julia, Sun, Sunny, Singh, Aryan, Peng, Clark, Osbey, Tyler, Wang, Taozhi, Echeazu, Daryl, Wu, Timothy, Patel, Spandan, Kulkarni, Vidhi, Sundarapandiyan, Vijaykaarti, Le, Andrew, Nasim, Zafir, Yalam, Srikar, Kasamsetty, Ritesh, Samal, Soham, Sun, David, Shah, Nihar, Saha, Abhijeet, Zhang, Alex, Nguyen, Leon, Nagumalli, Laasya, Wang, Kaixin, Wu, Aidan, Telluri, Anwith, Dillmann, Steven, Wang, Zhengxiang, Luo, Junyu, Lunn, Hugo, Gazizov, Artem, Qiu, Haoran, Hart, Allen G, Gabrielsson, Rickard Brüel, Lukoianov, Artem, Yue, Summer, Wang, Alexandr, Hendrycks, Dan
Format: Preprint
Published: 2025
Subjects:
Online Access:https://arxiv.org/abs/2501.14249
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Table of Contents:
  • Benchmarks are important tools for tracking the rapid advancements in large language model (LLM) capabilities. However, benchmarks are not keeping pace in difficulty: LLMs now achieve over 90\% accuracy on popular benchmarks like MMLU, limiting informed measurement of state-of-the-art LLM capabilities. In response, we introduce Humanity's Last Exam (HLE), a multi-modal benchmark at the frontier of human knowledge, designed to be the final closed-ended academic benchmark of its kind with broad subject coverage. HLE consists of 2,500 questions across dozens of subjects, including mathematics, humanities, and the natural sciences. HLE is developed globally by subject-matter experts and consists of multiple-choice and short-answer questions suitable for automated grading. Each question has a known solution that is unambiguous and easily verifiable, but cannot be quickly answered via internet retrieval. State-of-the-art LLMs demonstrate low accuracy and calibration on HLE, highlighting a significant gap between current LLM capabilities and the expert human frontier on closed-ended academic questions. To inform research and policymaking upon a clear understanding of model capabilities, we publicly release HLE at https://lastexam.ai.