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| Format: | Preprint |
| Published: |
2023
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| Subjects: | |
| Online Access: | https://arxiv.org/abs/2312.11805 |
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| _version_ | 1866916729202933760 |
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| author | Gemini Team Anil, Rohan Borgeaud, Sebastian Alayrac, Jean-Baptiste Yu, Jiahui Soricut, Radu Schalkwyk, Johan Dai, Andrew M. Hauth, Anja Millican, Katie Silver, David Johnson, Melvin Antonoglou, Ioannis Schrittwieser, Julian Glaese, Amelia Chen, Jilin Pitler, Emily Lillicrap, Timothy Lazaridou, Angeliki Firat, Orhan Molloy, James Isard, Michael Barham, Paul R. Hennigan, Tom Lee, Benjamin Viola, Fabio Reynolds, Malcolm Xu, Yuanzhong Doherty, Ryan Collins, Eli Meyer, Clemens Rutherford, Eliza Moreira, Erica Ayoub, Kareem Goel, Megha Krawczyk, Jack Du, Cosmo Chi, Ed Cheng, Heng-Tze Ni, Eric Shah, Purvi Kane, Patrick Chan, Betty Faruqui, Manaal Severyn, Aliaksei Lin, Hanzhao Li, YaGuang Cheng, Yong Ittycheriah, Abe Mahdieh, Mahdis Chen, Mia Sun, Pei Tran, Dustin Bagri, Sumit Lakshminarayanan, Balaji Liu, Jeremiah Orban, Andras Güra, Fabian Zhou, Hao Song, Xinying Boffy, Aurelien Ganapathy, Harish Zheng, Steven Choe, HyunJeong Weisz, Ágoston Zhu, Tao Lu, Yifeng Gopal, Siddharth Kahn, Jarrod Kula, Maciej Pitman, Jeff Shah, Rushin Taropa, Emanuel Merey, Majd Al Baeuml, Martin Chen, Zhifeng Shafey, Laurent El Zhang, Yujing Sercinoglu, Olcan Tucker, George Piqueras, Enrique Krikun, Maxim Barr, Iain Savinov, Nikolay Danihelka, Ivo Roelofs, Becca White, Anaïs Andreassen, Anders von Glehn, Tamara Yagati, Lakshman Kazemi, Mehran Gonzalez, Lucas Khalman, Misha Sygnowski, Jakub Frechette, Alexandre Smith, Charlotte Culp, Laura Proleev, Lev Luan, Yi Chen, Xi Lottes, James Schucher, Nathan Lebron, Federico Rrustemi, Alban Clay, Natalie Crone, Phil Kocisky, Tomas Zhao, Jeffrey Perz, Bartek Yu, Dian Howard, Heidi Bloniarz, Adam Rae, Jack W. Lu, Han Sifre, Laurent Maggioni, Marcello Alcober, Fred Garrette, Dan Barnes, Megan Thakoor, Shantanu Austin, Jacob Barth-Maron, Gabriel Wong, William Joshi, Rishabh Chaabouni, Rahma Fatiha, Deeni Ahuja, Arun Tomar, Gaurav Singh Senter, Evan Chadwick, Martin Kornakov, Ilya Attaluri, Nithya Iturrate, Iñaki Liu, Ruibo Li, Yunxuan Cogan, Sarah Chen, Jeremy Jia, Chao Gu, Chenjie Zhang, Qiao Grimstad, Jordan Hartman, Ale Jakse Garcia, Xavier Pillai, Thanumalayan Sankaranarayana Devlin, Jacob Laskin, Michael Casas, Diego de Las Valter, Dasha Tao, Connie Blanco, Lorenzo Badia, Adrià Puigdomènech Reitter, David Chen, Mianna Brennan, Jenny Rivera, Clara Brin, Sergey Iqbal, Shariq Surita, Gabriela Labanowski, Jane Rao, Abhi Winkler, Stephanie Parisotto, Emilio Gu, Yiming Olszewska, Kate Addanki, Ravi Miech, Antoine Louis, Annie Teplyashin, Denis Brown, Geoff Catt, Elliot Balaguer, Jan Xiang, Jackie Wang, Pidong Ashwood, Zoe Briukhov, Anton Webson, Albert Ganapathy, Sanjay Sanghavi, Smit Kannan, Ajay Chang, Ming-Wei Stjerngren, Axel Djolonga, Josip Sun, Yuting Bapna, Ankur Aitchison, Matthew Pejman, Pedram Michalewski, Henryk Yu, Tianhe Wang, Cindy Love, Juliette Ahn, Junwhan Bloxwich, Dawn Han, Kehang Humphreys, Peter Sellam, Thibault Bradbury, James Godbole, Varun Samangooei, Sina Damoc, Bogdan Kaskasoli, Alex Arnold, Sébastien M. R. Vasudevan, Vijay Agrawal, Shubham Riesa, Jason Lepikhin, Dmitry Tanburn, Richard Srinivasan, Srivatsan Lim, Hyeontaek Hodkinson, Sarah Shyam, Pranav Ferret, Johan Hand, Steven Garg, Ankush Paine, Tom Le Li, Jian Li, Yujia Giang, Minh Neitz, Alexander Abbas, Zaheer York, Sarah Reid, Machel Cole, Elizabeth Chowdhery, Aakanksha Das, Dipanjan Rogozińska, Dominika Nikolaev, Vitaliy Sprechmann, Pablo Nado, Zachary Zilka, Lukas Prost, Flavien He, Luheng Monteiro, Marianne Mishra, Gaurav Welty, Chris Newlan, Josh Jia, Dawei Allamanis, Miltiadis Hu, Clara Huiyi de Liedekerke, Raoul Gilmer, Justin Saroufim, Carl Rijhwani, Shruti Hou, Shaobo Shrivastava, Disha Baddepudi, Anirudh Goldin, Alex Ozturel, Adnan Cassirer, Albin Xu, Yunhan Sohn, Daniel Sachan, Devendra Amplayo, Reinald Kim Swanson, Craig Petrova, Dessie Narayan, Shashi Guez, Arthur Brahma, Siddhartha Landon, Jessica Patel, Miteyan Zhao, Ruizhe Villela, Kevin Wang, Luyu Jia, Wenhao Rahtz, Matthew Giménez, Mai Yeung, Legg Keeling, James Georgiev, Petko Mincu, Diana Wu, Boxi Haykal, Salem Saputro, Rachel Vodrahalli, Kiran Qin, James Cankara, Zeynep Sharma, Abhanshu Fernando, Nick Hawkins, Will Neyshabur, Behnam Kim, Solomon Hutter, Adrian Agrawal, Priyanka Castro-Ros, Alex Driessche, George van den Wang, Tao Yang, Fan Chang, Shuo-yiin Komarek, Paul McIlroy, Ross Lučić, Mario Zhang, Guodong Farhan, Wael Sharman, Michael Natsev, Paul Michel, Paul Bansal, Yamini Qiao, Siyuan Cao, Kris Shakeri, Siamak Butterfield, Christina Chung, Justin Rubenstein, Paul Kishan Agrawal, Shivani Mensch, Arthur Soparkar, Kedar Lenc, Karel Chung, Timothy Pope, Aedan Maggiore, Loren Kay, Jackie Jhakra, Priya Wang, Shibo Maynez, Joshua Phuong, Mary Tobin, Taylor Tacchetti, Andrea Trebacz, Maja Robinson, Kevin Katariya, Yash Riedel, Sebastian Bailey, Paige Xiao, Kefan Ghelani, Nimesh Aroyo, Lora Slone, Ambrose Houlsby, Neil Xiong, Xuehan Yang, Zhen Gribovskaya, Elena Adler, Jonas Wirth, Mateo Lee, Lisa Li, Music Kagohara, Thais Pavagadhi, Jay Bridgers, Sophie Bortsova, Anna Ghemawat, Sanjay Ahmed, Zafarali Liu, Tianqi Powell, Richard Bolina, Vijay Iinuma, Mariko Zablotskaia, Polina Besley, James Chung, Da-Woon Dozat, Timothy Comanescu, Ramona Si, Xiance Greer, Jeremy Su, Guolong Polacek, Martin Kaufman, Raphaël Lopez Tokumine, Simon Hu, Hexiang Buchatskaya, Elena Miao, Yingjie Elhawaty, Mohamed Siddhant, Aditya Tomasev, Nenad Xing, Jinwei Greer, Christina Miller, Helen Ashraf, Shereen Roy, Aurko Zhang, Zizhao Ma, Ada Filos, Angelos Besta, Milos Blevins, Rory Klimenko, Ted Yeh, Chih-Kuan Changpinyo, Soravit Mu, Jiaqi Chang, Oscar Pajarskas, Mantas Muir, Carrie Cohen, Vered Lan, Charline Le Haridasan, Krishna Marathe, Amit Hansen, Steven Douglas, Sholto Samuel, Rajkumar Wang, Mingqiu Austin, Sophia Lan, Chang Jiang, Jiepu Chiu, Justin Lorenzo, Jaime Alonso Sjösund, Lars Lowe Cevey, Sébastien Gleicher, Zach Avrahami, Thi Boral, Anudhyan Srinivasan, Hansa Selo, Vittorio May, Rhys Aisopos, Konstantinos Hussenot, Léonard Soares, Livio Baldini Baumli, Kate Chang, Michael B. Recasens, Adrià Caine, Ben Pritzel, Alexander Pavetic, Filip Pardo, Fabio Gergely, Anita Frye, Justin Ramasesh, Vinay Horgan, Dan Badola, Kartikeya Kassner, Nora Roy, Subhrajit Dyer, Ethan Campos, Víctor Campos Tomala, Alex Tang, Yunhao Badawy, Dalia El White, Elspeth Mustafa, Basil Lang, Oran Jindal, Abhishek Vikram, Sharad Gong, Zhitao Caelles, Sergi Hemsley, Ross Thornton, Gregory Feng, Fangxiaoyu Stokowiec, Wojciech Zheng, Ce Thacker, Phoebe Ünlü, Çağlar Zhang, Zhishuai Saleh, Mohammad Svensson, James Bileschi, Max Patil, Piyush Anand, Ankesh Ring, Roman Tsihlas, Katerina Vezer, Arpi Selvi, Marco Shevlane, Toby Rodriguez, Mikel Kwiatkowski, Tom Daruki, Samira Rong, Keran Dafoe, Allan FitzGerald, Nicholas Gu-Lemberg, Keren Khan, Mina Hendricks, Lisa Anne Pellat, Marie Feinberg, Vladimir Cobon-Kerr, James Sainath, Tara Rauh, Maribeth Hashemi, Sayed Hadi Ives, Richard Hasson, Yana Noland, Eric Cao, Yuan Byrd, Nathan Hou, Le Wang, Qingze Sottiaux, Thibault Paganini, Michela Lespiau, Jean-Baptiste Moufarek, Alexandre Hassan, Samer Shivakumar, Kaushik van Amersfoort, Joost Mandhane, Amol Joshi, Pratik Goyal, Anirudh Tung, Matthew Brock, Andrew Sheahan, Hannah Misra, Vedant Li, Cheng Rakićević, Nemanja Dehghani, Mostafa Liu, Fangyu Mittal, Sid Oh, Junhyuk Noury, Seb Sezener, Eren Huot, Fantine Lamm, Matthew De Cao, Nicola Chen, Charlie Mudgal, Sidharth Stella, Romina Brooks, Kevin Vasudevan, Gautam Liu, Chenxi Chain, Mainak Melinkeri, Nivedita Cohen, Aaron Wang, Venus Seymore, Kristie Zubkov, Sergey Goel, Rahul Yue, Summer Krishnakumaran, Sai Albert, Brian Hurley, Nate Sano, Motoki Mohananey, Anhad Joughin, Jonah Filonov, Egor Kępa, Tomasz Eldawy, Yomna Lim, Jiawern Rishi, Rahul Badiezadegan, Shirin Bos, Taylor Chang, Jerry Jain, Sanil Padmanabhan, Sri Gayatri Sundara Puttagunta, Subha Krishna, Kalpesh Baker, Leslie Kalb, Norbert Bedapudi, Vamsi Kurzrok, Adam Lei, Shuntong Yu, Anthony Litvin, Oren Zhou, Xiang Wu, Zhichun Sobell, Sam Siciliano, Andrea Papir, Alan Neale, Robby Bragagnolo, Jonas Toor, Tej Chen, Tina Anklin, Valentin Wang, Feiran Feng, Richie Gholami, Milad Ling, Kevin Liu, Lijuan Walter, Jules Moghaddam, Hamid Kishore, Arun Adamek, Jakub Mercado, Tyler Mallinson, Jonathan Wandekar, Siddhinita Cagle, Stephen Ofek, Eran Garrido, Guillermo Lombriser, Clemens Mukha, Maksim Sun, Botu Mohammad, Hafeezul Rahman Matak, Josip Qian, Yadi Peswani, Vikas Janus, Pawel Yuan, Quan Schelin, Leif David, Oana Garg, Ankur He, Yifan Duzhyi, Oleksii Älgmyr, Anton Lottaz, Timothée Li, Qi Yadav, Vikas Xu, Luyao Chinien, Alex Shivanna, Rakesh Chuklin, Aleksandr Li, Josie Spadine, Carrie Wolfe, Travis Mohamed, Kareem Das, Subhabrata Dai, Zihang He, Kyle von Dincklage, Daniel Upadhyay, Shyam Maurya, Akanksha Chi, Luyan Krause, Sebastian Salama, Khalid Rabinovitch, Pam G M, Pavan Kumar Reddy Selvan, Aarush Dektiarev, Mikhail Ghiasi, Golnaz Guven, Erdem Gupta, Himanshu Liu, Boyi Sharma, Deepak Shtacher, Idan Heimlich Paul, Shachi Akerlund, Oscar Aubet, François-Xavier Huang, Terry Zhu, Chen Zhu, Eric Teixeira, Elico Fritze, Matthew Bertolini, Francesco Marinescu, Liana-Eleonora Bölle, Martin Paulus, Dominik Gupta, Khyatti Latkar, Tejasi Chang, Max Sanders, Jason Wilson, Roopa Wu, Xuewei Tan, Yi-Xuan Thiet, Lam Nguyen Doshi, Tulsee Lall, Sid Mishra, Swaroop Chen, Wanming Luong, Thang Benjamin, Seth Lee, Jasmine Andrejczuk, Ewa Rabiej, Dominik Ranjan, Vipul Styrc, Krzysztof Yin, Pengcheng Simon, Jon Harriott, Malcolm Rose Bansal, Mudit Robsky, Alexei Bacon, Geoff Greene, David Mirylenka, Daniil Zhou, Chen Sarvana, Obaid Goyal, Abhimanyu Andermatt, Samuel Siegler, Patrick Horn, Ben Israel, Assaf Pongetti, Francesco Chen, Chih-Wei "Louis" Selvatici, Marco Silva, Pedro Wang, Kathie Tolins, Jackson Guu, Kelvin Yogev, Roey Cai, Xiaochen Agostini, Alessandro Shah, Maulik Nguyen, Hung Donnaile, Noah Ó Pereira, Sébastien Friso, Linda Stambler, Adam Kurzrok, Adam Kuang, Chenkai Romanikhin, Yan Geller, Mark Yan, ZJ Jang, Kane Lee, Cheng-Chun Fica, Wojciech Malmi, Eric Tan, Qijun Banica, Dan Balle, Daniel Pham, Ryan Huang, Yanping Avram, Diana Shi, Hongzhi Singh, Jasjot Hidey, Chris Ahuja, Niharika Saxena, Pranab Dooley, Dan Potharaju, Srividya Pranavi O'Neill, Eileen Gokulchandran, Anand Foley, Ryan Zhao, Kai Dusenberry, Mike Liu, Yuan Mehta, Pulkit Kotikalapudi, Ragha Safranek-Shrader, Chalence Goodman, Andrew Kessinger, Joshua Globen, Eran Kolhar, Prateek Gorgolewski, Chris Ibrahim, Ali Song, Yang Eichenbaum, Ali Brovelli, Thomas Potluri, Sahitya Lahoti, Preethi Baetu, Cip Ghorbani, Ali Chen, Charles Crawford, Andy Pal, Shalini Sridhar, Mukund Gurita, Petru Mujika, Asier Petrovski, Igor Cedoz, Pierre-Louis Li, Chenmei Chen, Shiyuan Santo, Niccolò Dal Goyal, Siddharth Punjabi, Jitesh Kappaganthu, Karthik Kwak, Chester LV, Pallavi Velury, Sarmishta Choudhury, Himadri Hall, Jamie Shah, Premal Figueira, Ricardo Thomas, Matt Lu, Minjie Zhou, Ting Kumar, Chintu Jurdi, Thomas Chikkerur, Sharat Ma, Yenai Yu, Adams Kwak, Soo 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Prendki, Jennifer Soergel, David Goedeckemeyer, Adrian Gierke, Willi Jafari, Mohsen Gaba, Meenu Wiesner, Jeremy Wright, Diana Gage Wei, Yawen Vashisht, Harsha Kulizhskaya, Yana Hoover, Jay Le, Maigo Li, Lu Iwuanyanwu, Chimezie Liu, Lu Ramirez, Kevin Khorlin, Andrey Cui, Albert LIN, Tian Wu, Marcus Aguilar, Ricardo Pallo, Keith Chakladar, Abhishek Perng, Ginger Abellan, Elena Allica Zhang, Mingyang Dasgupta, Ishita Kushman, Nate Penchev, Ivo Repina, Alena Wu, Xihui van der Weide, Tom Ponnapalli, Priya Kaplan, Caroline Simsa, Jiri Li, Shuangfeng Dousse, Olivier Yang, Fan Piper, Jeff Ie, Nathan Pasumarthi, Rama Lintz, Nathan Vijayakumar, Anitha Andor, Daniel Valenzuela, Pedro Lui, Minnie Paduraru, Cosmin Peng, Daiyi Lee, Katherine Zhang, Shuyuan Greene, Somer Nguyen, Duc Dung Kurylowicz, Paula Hardin, Cassidy Dixon, Lucas Janzer, Lili Choo, Kiam Feng, Ziqiang Zhang, Biao Singhal, Achintya Du, Dayou McKinnon, Dan Antropova, Natasha Bolukbasi, Tolga Keller, Orgad Reid, David Finchelstein, Daniel Raad, Maria Abi Crocker, Remi Hawkins, Peter Dadashi, Robert Gaffney, Colin Franko, Ken Bulanova, Anna Leblond, Rémi Chung, Shirley Askham, Harry Cobo, Luis C. Xu, Kelvin Fischer, Felix Xu, Jun Sorokin, Christina Alberti, Chris Lin, Chu-Cheng Evans, Colin Dimitriev, Alek Forbes, Hannah Banarse, Dylan Tung, Zora Omernick, Mark Bishop, Colton Sterneck, Rachel Jain, Rohan Xia, Jiawei Amid, Ehsan Piccinno, Francesco Wang, Xingyu Banzal, Praseem Mankowitz, Daniel J. Polozov, Alex Krakovna, Victoria Brown, Sasha Bateni, MohammadHossein Duan, Dennis Firoiu, Vlad Thotakuri, Meghana Natan, Tom Geist, Matthieu Girgin, Ser tan Li, Hui Ye, Jiayu Roval, Ofir Tojo, Reiko Kwong, Michael Lee-Thorp, James Yew, Christopher Sinopalnikov, Danila Ramos, Sabela Mellor, John Sharma, Abhishek Wu, Kathy Miller, David Sonnerat, Nicolas Vnukov, Denis Greig, Rory Beattie, Jennifer Caveness, Emily Bai, Libin Eisenschlos, Julian Korchemniy, Alex Tsai, Tomy Jasarevic, Mimi Kong, Weize Dao, Phuong Zheng, Zeyu Liu, Frederick Yang, Fan Zhu, Rui Teh, Tian Huey Sanmiya, Jason Gladchenko, Evgeny Trdin, Nejc Toyama, Daniel Rosen, Evan Tavakkol, Sasan Xue, Linting Elkind, Chen Woodman, Oliver Carpenter, John Papamakarios, George Kemp, Rupert Kafle, Sushant Grunina, Tanya Sinha, Rishika Talbert, Alice Wu, Diane Owusu-Afriyie, Denese Du, Cosmo Thornton, Chloe Pont-Tuset, Jordi Narayana, Pradyumna Li, Jing Fatehi, Saaber Wieting, John Ajmeri, Omar Uria, Benigno Ko, Yeongil Knight, Laura Héliou, Amélie Niu, Ning Gu, Shane Pang, Chenxi Li, Yeqing Levine, Nir Stolovich, Ariel Santamaria-Fernandez, Rebeca Goenka, Sonam Yustalim, Wenny Strudel, Robin Elqursh, Ali Deck, Charlie Lee, Hyo Li, Zonglin Levin, Kyle Hoffmann, Raphael Holtmann-Rice, Dan Bachem, Olivier Arora, Sho Koh, Christy Yeganeh, Soheil Hassas Põder, Siim Tariq, Mukarram Sun, Yanhua Ionita, Lucian Seyedhosseini, Mojtaba Tafti, Pouya Liu, Zhiyu Gulati, Anmol Liu, Jasmine Ye, Xinyu Chrzaszcz, Bart Wang, Lily Sethi, Nikhil Li, Tianrun Brown, Ben Singh, Shreya Fan, Wei Parisi, Aaron Stanton, Joe Koverkathu, Vinod Choquette-Choo, Christopher A. Li, Yunjie Lu, TJ Ittycheriah, Abe Shroff, Prakash Varadarajan, Mani Bahargam, Sanaz Willoughby, Rob Gaddy, David Desjardins, Guillaume Cornero, Marco Robenek, Brona Mittal, Bhavishya Albrecht, Ben Shenoy, Ashish Moiseev, Fedor Jacobsson, Henrik Ghaffarkhah, Alireza Rivière, Morgane Walton, Alanna Crepy, Clément Parrish, Alicia Zhou, Zongwei Farabet, Clement Radebaugh, Carey Srinivasan, Praveen van der Salm, Claudia Fidjeland, Andreas Scellato, Salvatore Latorre-Chimoto, Eri Klimczak-Plucińska, Hanna Bridson, David de Cesare, Dario Hudson, Tom Mendolicchio, Piermaria Walker, Lexi Morris, Alex Mauger, Matthew Guseynov, Alexey Reid, Alison Odoom, Seth Loher, Lucia Cotruta, Victor Yenugula, Madhavi Grewe, Dominik Petrushkina, Anastasia Duerig, Tom Sanchez, Antonio Yadlowsky, Steve Shen, Amy Globerson, Amir Webb, Lynette Dua, Sahil Li, Dong Bhupatiraju, Surya Hurt, Dan Qureshi, Haroon Agarwal, Ananth Shani, Tomer Eyal, Matan Khare, Anuj Belle, Shreyas Rammohan Wang, Lei Tekur, Chetan Kale, Mihir Sanjay Wei, Jinliang Sang, Ruoxin Saeta, Brennan Liechty, Tyler Sun, Yi Zhao, Yao Lee, Stephan Nayak, Pandu Fritz, Doug Vuyyuru, Manish Reddy Aslanides, John Vyas, Nidhi Wicke, Martin Ma, Xiao Eltyshev, Evgenii Martin, Nina Cate, Hardie Manyika, James Amiri, Keyvan Kim, Yelin Xiong, Xi Kang, Kai Luisier, Florian Tripuraneni, Nilesh Madras, David Guo, Mandy Waters, Austin Wang, Oliver Ainslie, Joshua Baldridge, Jason Zhang, Han Pruthi, Garima Bauer, Jakob Yang, Feng Mansour, Riham Gelman, Jason Xu, Yang Polovets, George Liu, Ji Cai, Honglong Chen, Warren Sheng, XiangHai Xue, Emily Ozair, Sherjil Angermueller, Christof Li, Xiaowei Sinha, Anoop Wang, Weiren Wiesinger, Julia Koukoumidis, Emmanouil Tian, Yuan Iyer, Anand Gurumurthy, Madhu Goldenson, Mark Shah, Parashar Blake, MK Yu, Hongkun Urbanowicz, Anthony Palomaki, Jennimaria Fernando, Chrisantha Durden, Ken Mehta, Harsh Momchev, Nikola Rahimtoroghi, Elahe Georgaki, Maria Raul, Amit Ruder, Sebastian Redshaw, Morgan Lee, Jinhyuk Zhou, Denny Jalan, Komal Li, Dinghua Hechtman, Blake Schuh, Parker Nasr, Milad Milan, Kieran Mikulik, Vladimir Franco, Juliana Green, Tim Nguyen, Nam Kelley, Joe Mahendru, Aroma Hu, Andrea Howland, Joshua Vargas, Ben Hui, Jeffrey Bansal, Kshitij Rao, Vikram Ghiya, Rakesh Wang, Emma Ye, Ke Sarr, Jean Michel Preston, Melanie Moranski Elish, Madeleine Li, Steve Kaku, Aakash Gupta, Jigar Pasupat, Ice Juan, Da-Cheng Someswar, Milan M., Tejvi Chen, Xinyun Amini, Aida Fabrikant, Alex Chu, Eric Dong, Xuanyi Muthal, Amruta Buthpitiya, Senaka Jauhari, Sarthak Hua, Nan Khandelwal, Urvashi Hitron, Ayal Ren, Jie Rinaldi, Larissa Drath, Shahar Dabush, Avigail Jiang, Nan-Jiang Godhia, Harshal Sachs, Uli Chen, Anthony Fan, Yicheng Taitelbaum, Hagai Noga, Hila Dai, Zhuyun Wang, James Liang, Chen Hamer, Jenny Ferng, Chun-Sung Elkind, Chenel Atias, Aviel Lee, Paulina Listík, Vít Carlen, Mathias van de Kerkhof, Jan Pikus, Marcin Zaher, Krunoslav Müller, Paul Zykova, Sasha Stefanec, Richard Gatsko, Vitaly Hirnschall, Christoph Sethi, Ashwin Xu, Xingyu Federico Ahuja, Chetan Tsai, Beth Stefanoiu, Anca Feng, Bo Dhandhania, Keshav Katyal, Manish Gupta, Akshay Parulekar, Atharva Pitta, Divya Zhao, Jing Bhatia, Vivaan Bhavnani, Yashodha Alhadlaq, Omar Li, Xiaolin Danenberg, Peter Tu, Dennis Pine, Alex Filippova, Vera Ghosh, Abhipso Limonchik, Ben Urala, Bhargava Lanka, Chaitanya Krishna Clive, Derik Sun, Yi Li, Edward Wu, Hao Hongtongsak, Kevin Li, Ianna Thakkar, Kalind Omarov, Kuanysh Majmundar, Kushal Alverson, Michael Kucharski, Michael Patel, Mohak Jain, Mudit Zabelin, Maksim Pelagatti, Paolo Kohli, Rohan Kumar, Saurabh Kim, Joseph Sankar, Swetha Shah, Vineet Ramachandruni, Lakshmi Zeng, Xiangkai Bariach, Ben Weidinger, Laura Vu, Tu Andreev, Alek He, Antoine Hui, Kevin Kashem, Sheleem Subramanya, Amar Hsiao, Sissie Hassabis, Demis Kavukcuoglu, Koray Sadovsky, Adam Le, Quoc Strohman, Trevor Wu, Yonghui Petrov, Slav Dean, Jeffrey Vinyals, Oriol |
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Lu, Han Sifre, Laurent Maggioni, Marcello Alcober, Fred Garrette, Dan Barnes, Megan Thakoor, Shantanu Austin, Jacob Barth-Maron, Gabriel Wong, William Joshi, Rishabh Chaabouni, Rahma Fatiha, Deeni Ahuja, Arun Tomar, Gaurav Singh Senter, Evan Chadwick, Martin Kornakov, Ilya Attaluri, Nithya Iturrate, Iñaki Liu, Ruibo Li, Yunxuan Cogan, Sarah Chen, Jeremy Jia, Chao Gu, Chenjie Zhang, Qiao Grimstad, Jordan Hartman, Ale Jakse Garcia, Xavier Pillai, Thanumalayan Sankaranarayana Devlin, Jacob Laskin, Michael Casas, Diego de Las Valter, Dasha Tao, Connie Blanco, Lorenzo Badia, Adrià Puigdomènech Reitter, David Chen, Mianna Brennan, Jenny Rivera, Clara Brin, Sergey Iqbal, Shariq Surita, Gabriela Labanowski, Jane Rao, Abhi Winkler, Stephanie Parisotto, Emilio Gu, Yiming Olszewska, Kate Addanki, Ravi Miech, Antoine Louis, Annie Teplyashin, Denis Brown, Geoff Catt, Elliot Balaguer, Jan Xiang, Jackie Wang, Pidong Ashwood, Zoe Briukhov, Anton Webson, Albert Ganapathy, Sanjay Sanghavi, Smit Kannan, Ajay Chang, Ming-Wei Stjerngren, Axel Djolonga, Josip Sun, Yuting Bapna, Ankur Aitchison, Matthew Pejman, Pedram Michalewski, Henryk Yu, Tianhe Wang, Cindy Love, Juliette Ahn, Junwhan Bloxwich, Dawn Han, Kehang Humphreys, Peter Sellam, Thibault Bradbury, James Godbole, Varun Samangooei, Sina Damoc, Bogdan Kaskasoli, Alex Arnold, Sébastien M. 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Xu, Kelvin Fischer, Felix Xu, Jun Sorokin, Christina Alberti, Chris Lin, Chu-Cheng Evans, Colin Dimitriev, Alek Forbes, Hannah Banarse, Dylan Tung, Zora Omernick, Mark Bishop, Colton Sterneck, Rachel Jain, Rohan Xia, Jiawei Amid, Ehsan Piccinno, Francesco Wang, Xingyu Banzal, Praseem Mankowitz, Daniel J. Polozov, Alex Krakovna, Victoria Brown, Sasha Bateni, MohammadHossein Duan, Dennis Firoiu, Vlad Thotakuri, Meghana Natan, Tom Geist, Matthieu Girgin, Ser tan Li, Hui Ye, Jiayu Roval, Ofir Tojo, Reiko Kwong, Michael Lee-Thorp, James Yew, Christopher Sinopalnikov, Danila Ramos, Sabela Mellor, John Sharma, Abhishek Wu, Kathy Miller, David Sonnerat, Nicolas Vnukov, Denis Greig, Rory Beattie, Jennifer Caveness, Emily Bai, Libin Eisenschlos, Julian Korchemniy, Alex Tsai, Tomy Jasarevic, Mimi Kong, Weize Dao, Phuong Zheng, Zeyu Liu, Frederick Yang, Fan Zhu, Rui Teh, Tian Huey Sanmiya, Jason Gladchenko, Evgeny Trdin, Nejc Toyama, Daniel Rosen, Evan Tavakkol, Sasan Xue, Linting Elkind, Chen Woodman, Oliver Carpenter, John Papamakarios, George Kemp, Rupert Kafle, Sushant Grunina, Tanya Sinha, Rishika Talbert, Alice Wu, Diane Owusu-Afriyie, Denese Du, Cosmo Thornton, Chloe Pont-Tuset, Jordi Narayana, Pradyumna Li, Jing Fatehi, Saaber Wieting, John Ajmeri, Omar Uria, Benigno Ko, Yeongil Knight, Laura Héliou, Amélie Niu, Ning Gu, Shane Pang, Chenxi Li, Yeqing Levine, Nir Stolovich, Ariel Santamaria-Fernandez, Rebeca Goenka, Sonam Yustalim, Wenny Strudel, Robin Elqursh, Ali Deck, Charlie Lee, Hyo Li, Zonglin Levin, Kyle Hoffmann, Raphael Holtmann-Rice, Dan Bachem, Olivier Arora, Sho Koh, Christy Yeganeh, Soheil Hassas Põder, Siim Tariq, Mukarram Sun, Yanhua Ionita, Lucian Seyedhosseini, Mojtaba Tafti, Pouya Liu, Zhiyu Gulati, Anmol Liu, Jasmine Ye, Xinyu Chrzaszcz, Bart Wang, Lily Sethi, Nikhil Li, Tianrun Brown, Ben Singh, Shreya Fan, Wei Parisi, Aaron Stanton, Joe Koverkathu, Vinod Choquette-Choo, Christopher A. Li, Yunjie Lu, TJ Ittycheriah, Abe Shroff, Prakash Varadarajan, Mani Bahargam, Sanaz Willoughby, Rob Gaddy, David Desjardins, Guillaume Cornero, Marco Robenek, Brona Mittal, Bhavishya Albrecht, Ben Shenoy, Ashish Moiseev, Fedor Jacobsson, Henrik Ghaffarkhah, Alireza Rivière, Morgane Walton, Alanna Crepy, Clément Parrish, Alicia Zhou, Zongwei Farabet, Clement Radebaugh, Carey Srinivasan, Praveen van der Salm, Claudia Fidjeland, Andreas Scellato, Salvatore Latorre-Chimoto, Eri Klimczak-Plucińska, Hanna Bridson, David de Cesare, Dario Hudson, Tom Mendolicchio, Piermaria Walker, Lexi Morris, Alex Mauger, Matthew Guseynov, Alexey Reid, Alison Odoom, Seth Loher, Lucia Cotruta, Victor Yenugula, Madhavi Grewe, Dominik Petrushkina, Anastasia Duerig, Tom Sanchez, Antonio Yadlowsky, Steve Shen, Amy Globerson, Amir Webb, Lynette Dua, Sahil Li, Dong Bhupatiraju, Surya Hurt, Dan Qureshi, Haroon Agarwal, Ananth Shani, Tomer Eyal, Matan Khare, Anuj Belle, Shreyas Rammohan Wang, Lei Tekur, Chetan Kale, Mihir Sanjay Wei, Jinliang Sang, Ruoxin Saeta, Brennan Liechty, Tyler Sun, Yi Zhao, Yao Lee, Stephan Nayak, Pandu Fritz, Doug Vuyyuru, Manish Reddy Aslanides, John Vyas, Nidhi Wicke, Martin Ma, Xiao Eltyshev, Evgenii Martin, Nina Cate, Hardie Manyika, James Amiri, Keyvan Kim, Yelin Xiong, Xi Kang, Kai Luisier, Florian Tripuraneni, Nilesh Madras, David Guo, Mandy Waters, Austin Wang, Oliver Ainslie, Joshua Baldridge, Jason Zhang, Han Pruthi, Garima Bauer, Jakob Yang, Feng Mansour, Riham Gelman, Jason Xu, Yang Polovets, George Liu, Ji Cai, Honglong Chen, Warren Sheng, XiangHai Xue, Emily Ozair, Sherjil Angermueller, Christof Li, Xiaowei Sinha, Anoop Wang, Weiren Wiesinger, Julia Koukoumidis, Emmanouil Tian, Yuan Iyer, Anand Gurumurthy, Madhu Goldenson, Mark Shah, Parashar Blake, MK Yu, Hongkun Urbanowicz, Anthony Palomaki, Jennimaria Fernando, Chrisantha Durden, Ken Mehta, Harsh Momchev, Nikola Rahimtoroghi, Elahe Georgaki, Maria Raul, Amit Ruder, Sebastian Redshaw, Morgan Lee, Jinhyuk Zhou, Denny Jalan, Komal Li, Dinghua Hechtman, Blake Schuh, Parker Nasr, Milad Milan, Kieran Mikulik, Vladimir Franco, Juliana Green, Tim Nguyen, Nam Kelley, Joe Mahendru, Aroma Hu, Andrea Howland, Joshua Vargas, Ben Hui, Jeffrey Bansal, Kshitij Rao, Vikram Ghiya, Rakesh Wang, Emma Ye, Ke Sarr, Jean Michel Preston, Melanie Moranski Elish, Madeleine Li, Steve Kaku, Aakash Gupta, Jigar Pasupat, Ice Juan, Da-Cheng Someswar, Milan M., Tejvi Chen, Xinyun Amini, Aida Fabrikant, Alex Chu, Eric Dong, Xuanyi Muthal, Amruta Buthpitiya, Senaka Jauhari, Sarthak Hua, Nan Khandelwal, Urvashi Hitron, Ayal Ren, Jie Rinaldi, Larissa Drath, Shahar Dabush, Avigail Jiang, Nan-Jiang Godhia, Harshal Sachs, Uli Chen, Anthony Fan, Yicheng Taitelbaum, Hagai Noga, Hila Dai, Zhuyun Wang, James Liang, Chen Hamer, Jenny Ferng, Chun-Sung Elkind, Chenel Atias, Aviel Lee, Paulina Listík, Vít Carlen, Mathias van de Kerkhof, Jan Pikus, Marcin Zaher, Krunoslav Müller, Paul Zykova, Sasha Stefanec, Richard Gatsko, Vitaly Hirnschall, Christoph Sethi, Ashwin Xu, Xingyu Federico Ahuja, Chetan Tsai, Beth Stefanoiu, Anca Feng, Bo Dhandhania, Keshav Katyal, Manish Gupta, Akshay Parulekar, Atharva Pitta, Divya Zhao, Jing Bhatia, Vivaan Bhavnani, Yashodha Alhadlaq, Omar Li, Xiaolin Danenberg, Peter Tu, Dennis Pine, Alex Filippova, Vera Ghosh, Abhipso Limonchik, Ben Urala, Bhargava Lanka, Chaitanya Krishna Clive, Derik Sun, Yi Li, Edward Wu, Hao Hongtongsak, Kevin Li, Ianna Thakkar, Kalind Omarov, Kuanysh Majmundar, Kushal Alverson, Michael Kucharski, Michael Patel, Mohak Jain, Mudit Zabelin, Maksim Pelagatti, Paolo Kohli, Rohan Kumar, Saurabh Kim, Joseph Sankar, Swetha Shah, Vineet Ramachandruni, Lakshmi Zeng, Xiangkai Bariach, Ben Weidinger, Laura Vu, Tu Andreev, Alek He, Antoine Hui, Kevin Kashem, Sheleem Subramanya, Amar Hsiao, Sissie Hassabis, Demis Kavukcuoglu, Koray Sadovsky, Adam Le, Quoc Strohman, Trevor Wu, Yonghui Petrov, Slav Dean, Jeffrey Vinyals, Oriol |
| contents | This report introduces a new family of multimodal models, Gemini, that exhibit remarkable capabilities across image, audio, video, and text understanding. The Gemini family consists of Ultra, Pro, and Nano sizes, suitable for applications ranging from complex reasoning tasks to on-device memory-constrained use-cases. Evaluation on a broad range of benchmarks shows that our most-capable Gemini Ultra model advances the state of the art in 30 of 32 of these benchmarks - notably being the first model to achieve human-expert performance on the well-studied exam benchmark MMLU, and improving the state of the art in every one of the 20 multimodal benchmarks we examined. We believe that the new capabilities of the Gemini family in cross-modal reasoning and language understanding will enable a wide variety of use cases. We discuss our approach toward post-training and deploying Gemini models responsibly to users through services including Gemini, Gemini Advanced, Google AI Studio, and Cloud Vertex AI. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2312_11805 |
| institution | arXiv |
| publishDate | 2023 |
| record_format | arxiv |
| spellingShingle | Gemini: A Family of Highly Capable Multimodal Models Gemini Team Anil, Rohan Borgeaud, Sebastian Alayrac, Jean-Baptiste Yu, Jiahui Soricut, Radu Schalkwyk, Johan Dai, Andrew M. Hauth, Anja Millican, Katie Silver, David Johnson, Melvin Antonoglou, Ioannis Schrittwieser, Julian Glaese, Amelia Chen, Jilin Pitler, Emily Lillicrap, Timothy Lazaridou, Angeliki Firat, Orhan Molloy, James Isard, Michael Barham, Paul R. Hennigan, Tom Lee, Benjamin Viola, Fabio Reynolds, Malcolm Xu, Yuanzhong Doherty, Ryan Collins, Eli Meyer, Clemens Rutherford, Eliza Moreira, Erica Ayoub, Kareem Goel, Megha Krawczyk, Jack Du, Cosmo Chi, Ed Cheng, Heng-Tze Ni, Eric Shah, Purvi Kane, Patrick Chan, Betty Faruqui, Manaal Severyn, Aliaksei Lin, Hanzhao Li, YaGuang Cheng, Yong Ittycheriah, Abe Mahdieh, Mahdis Chen, Mia Sun, Pei Tran, Dustin Bagri, Sumit Lakshminarayanan, Balaji Liu, Jeremiah Orban, Andras Güra, Fabian Zhou, Hao Song, Xinying Boffy, Aurelien Ganapathy, Harish Zheng, Steven Choe, HyunJeong Weisz, Ágoston Zhu, Tao Lu, Yifeng Gopal, Siddharth Kahn, Jarrod Kula, Maciej Pitman, Jeff Shah, Rushin Taropa, Emanuel Merey, Majd Al Baeuml, Martin Chen, Zhifeng Shafey, Laurent El Zhang, Yujing Sercinoglu, Olcan Tucker, George Piqueras, Enrique Krikun, Maxim Barr, Iain Savinov, Nikolay Danihelka, Ivo Roelofs, Becca White, Anaïs Andreassen, Anders von Glehn, Tamara Yagati, Lakshman Kazemi, Mehran Gonzalez, Lucas Khalman, Misha Sygnowski, Jakub Frechette, Alexandre Smith, Charlotte Culp, Laura Proleev, Lev Luan, Yi Chen, Xi Lottes, James Schucher, Nathan Lebron, Federico Rrustemi, Alban Clay, Natalie Crone, Phil Kocisky, Tomas Zhao, Jeffrey Perz, Bartek Yu, Dian Howard, Heidi Bloniarz, Adam Rae, Jack W. Lu, Han Sifre, Laurent Maggioni, Marcello Alcober, Fred Garrette, Dan Barnes, Megan Thakoor, Shantanu Austin, Jacob Barth-Maron, Gabriel Wong, William Joshi, Rishabh Chaabouni, Rahma Fatiha, Deeni Ahuja, Arun Tomar, Gaurav Singh Senter, Evan Chadwick, Martin Kornakov, Ilya Attaluri, Nithya Iturrate, Iñaki Liu, Ruibo Li, Yunxuan Cogan, Sarah Chen, Jeremy Jia, Chao Gu, Chenjie Zhang, Qiao Grimstad, Jordan Hartman, Ale Jakse Garcia, Xavier Pillai, Thanumalayan Sankaranarayana Devlin, Jacob Laskin, Michael Casas, Diego de Las Valter, Dasha Tao, Connie Blanco, Lorenzo Badia, Adrià Puigdomènech Reitter, David Chen, Mianna Brennan, Jenny Rivera, Clara Brin, Sergey Iqbal, Shariq Surita, Gabriela Labanowski, Jane Rao, Abhi Winkler, Stephanie Parisotto, Emilio Gu, Yiming Olszewska, Kate Addanki, Ravi Miech, Antoine Louis, Annie Teplyashin, Denis Brown, Geoff Catt, Elliot Balaguer, Jan Xiang, Jackie Wang, Pidong Ashwood, Zoe Briukhov, Anton Webson, Albert Ganapathy, Sanjay Sanghavi, Smit Kannan, Ajay Chang, Ming-Wei Stjerngren, Axel Djolonga, Josip Sun, Yuting Bapna, Ankur Aitchison, Matthew Pejman, Pedram Michalewski, Henryk Yu, Tianhe Wang, Cindy Love, Juliette Ahn, Junwhan Bloxwich, Dawn Han, Kehang Humphreys, Peter Sellam, Thibault Bradbury, James Godbole, Varun Samangooei, Sina Damoc, Bogdan Kaskasoli, Alex Arnold, Sébastien M. 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Recasens, Adrià Caine, Ben Pritzel, Alexander Pavetic, Filip Pardo, Fabio Gergely, Anita Frye, Justin Ramasesh, Vinay Horgan, Dan Badola, Kartikeya Kassner, Nora Roy, Subhrajit Dyer, Ethan Campos, Víctor Campos Tomala, Alex Tang, Yunhao Badawy, Dalia El White, Elspeth Mustafa, Basil Lang, Oran Jindal, Abhishek Vikram, Sharad Gong, Zhitao Caelles, Sergi Hemsley, Ross Thornton, Gregory Feng, Fangxiaoyu Stokowiec, Wojciech Zheng, Ce Thacker, Phoebe Ünlü, Çağlar Zhang, Zhishuai Saleh, Mohammad Svensson, James Bileschi, Max Patil, Piyush Anand, Ankesh Ring, Roman Tsihlas, Katerina Vezer, Arpi Selvi, Marco Shevlane, Toby Rodriguez, Mikel Kwiatkowski, Tom Daruki, Samira Rong, Keran Dafoe, Allan FitzGerald, Nicholas Gu-Lemberg, Keren Khan, Mina Hendricks, Lisa Anne Pellat, Marie Feinberg, Vladimir Cobon-Kerr, James Sainath, Tara Rauh, Maribeth Hashemi, Sayed Hadi Ives, Richard Hasson, Yana Noland, Eric Cao, Yuan Byrd, Nathan Hou, Le Wang, Qingze Sottiaux, Thibault Paganini, Michela Lespiau, Jean-Baptiste Moufarek, Alexandre Hassan, Samer Shivakumar, Kaushik van Amersfoort, Joost Mandhane, Amol Joshi, Pratik Goyal, Anirudh Tung, Matthew Brock, Andrew Sheahan, Hannah Misra, Vedant Li, Cheng Rakićević, Nemanja Dehghani, Mostafa Liu, Fangyu Mittal, Sid Oh, Junhyuk Noury, Seb Sezener, Eren Huot, Fantine Lamm, Matthew De Cao, Nicola Chen, Charlie Mudgal, Sidharth Stella, Romina Brooks, Kevin Vasudevan, Gautam Liu, Chenxi Chain, Mainak Melinkeri, Nivedita Cohen, Aaron Wang, Venus Seymore, Kristie Zubkov, Sergey Goel, Rahul Yue, Summer Krishnakumaran, Sai Albert, Brian Hurley, Nate Sano, Motoki Mohananey, Anhad Joughin, Jonah Filonov, Egor Kępa, Tomasz Eldawy, Yomna Lim, Jiawern Rishi, Rahul Badiezadegan, Shirin Bos, Taylor Chang, Jerry Jain, Sanil Padmanabhan, Sri Gayatri Sundara Puttagunta, Subha Krishna, Kalpesh Baker, Leslie Kalb, Norbert Bedapudi, Vamsi Kurzrok, Adam Lei, Shuntong Yu, Anthony Litvin, Oren Zhou, Xiang Wu, Zhichun Sobell, Sam Siciliano, Andrea Papir, Alan Neale, Robby Bragagnolo, Jonas Toor, Tej Chen, Tina Anklin, Valentin Wang, Feiran Feng, Richie Gholami, Milad Ling, Kevin Liu, Lijuan Walter, Jules Moghaddam, Hamid Kishore, Arun Adamek, Jakub Mercado, Tyler Mallinson, Jonathan Wandekar, Siddhinita Cagle, Stephen Ofek, Eran Garrido, Guillermo Lombriser, Clemens Mukha, Maksim Sun, Botu Mohammad, Hafeezul Rahman Matak, Josip Qian, Yadi Peswani, Vikas Janus, Pawel Yuan, Quan Schelin, Leif David, Oana Garg, Ankur He, Yifan Duzhyi, Oleksii Älgmyr, Anton Lottaz, Timothée Li, Qi Yadav, Vikas Xu, Luyao Chinien, Alex Shivanna, Rakesh Chuklin, Aleksandr Li, Josie Spadine, Carrie Wolfe, Travis Mohamed, Kareem Das, Subhabrata Dai, Zihang He, Kyle von Dincklage, Daniel Upadhyay, Shyam Maurya, Akanksha Chi, Luyan Krause, Sebastian Salama, Khalid Rabinovitch, Pam G M, Pavan Kumar Reddy Selvan, Aarush Dektiarev, Mikhail Ghiasi, Golnaz Guven, Erdem Gupta, Himanshu Liu, Boyi Sharma, Deepak Shtacher, Idan Heimlich Paul, Shachi Akerlund, Oscar Aubet, 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Daniel Raad, Maria Abi Crocker, Remi Hawkins, Peter Dadashi, Robert Gaffney, Colin Franko, Ken Bulanova, Anna Leblond, Rémi Chung, Shirley Askham, Harry Cobo, Luis C. 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The Gemini family consists of Ultra, Pro, and Nano sizes, suitable for applications ranging from complex reasoning tasks to on-device memory-constrained use-cases. Evaluation on a broad range of benchmarks shows that our most-capable Gemini Ultra model advances the state of the art in 30 of 32 of these benchmarks - notably being the first model to achieve human-expert performance on the well-studied exam benchmark MMLU, and improving the state of the art in every one of the 20 multimodal benchmarks we examined. We believe that the new capabilities of the Gemini family in cross-modal reasoning and language understanding will enable a wide variety of use cases. We discuss our approach toward post-training and deploying Gemini models responsibly to users through services including Gemini, Gemini Advanced, Google AI Studio, and Cloud Vertex AI. |
| title | Gemini: A Family of Highly Capable Multimodal Models |
| topic | Computation and Language Artificial Intelligence Computer Vision and Pattern Recognition |
| url | https://arxiv.org/abs/2312.11805 |