2403.05530 Mar 08, 2024 cs.AI

Gemini 1.5: 수백만 토큰의 컨텍스트에 걸친 멀티모달 이해 능력 실현

Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Vedant Misra
Vedant Misra
Citations: 28,904
h-index: 13
Martin Chadwick
Martin Chadwick
Citations: 6,584
h-index: 6
Phoebe Thacker
Phoebe Thacker
Citations: 4,157
h-index: 6
R. Comanescu
R. Comanescu
Citations: 8,914
h-index: 12
Charlie Chen
Charlie Chen
Citations: 11,621
h-index: 10
Jack W. Rae
Jack W. Rae
Citations: 13,908
h-index: 24
Sebastian Borgeaud
Sebastian Borgeaud
Citations: 26,473
h-index: 20
Katie Millican
Katie Millican
Citations: 19,832
h-index: 10
Roman Ring
Roman Ring
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h-index: 9
Eliza Rutherford
Eliza Rutherford
Citations: 17,178
h-index: 8
T. Hennigan
T. Hennigan
Citations: 12,856
h-index: 8
Albin Cassirer
Albin Cassirer
Citations: 9,414
h-index: 9
Richard Powell
Richard Powell
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h-index: 6
George van den Driessche
George van den Driessche
Citations: 41,666
h-index: 13
Elena Buchatskaya
Elena Buchatskaya
Citations: 22,456
h-index: 12
E. Gribovskaya
E. Gribovskaya
Citations: 8,404
h-index: 17
Angeliki Lazaridou
Angeliki Lazaridou
Citations: 11,549
h-index: 35
Jean-Baptiste Lespiau
Jean-Baptiste Lespiau
Citations: 11,531
h-index: 18
Thibault Sottiaux
Thibault Sottiaux
Citations: 4,846
h-index: 3
Mantas Pajarskas
Mantas Pajarskas
Citations: 6,850
h-index: 5
Daniel Toyama
Daniel Toyama
Citations: 7,362
h-index: 11
Kareem W. Ayoub
Kareem W. Ayoub
Citations: 7,104
h-index: 7
Machel Reid
Machel Reid
Google DeepMind
Citations: 15,241
h-index: 19
N. Savinov
N. Savinov
Citations: 8,153
h-index: 16
Denis Teplyashin
Denis Teplyashin
Citations: 6,341
h-index: 9
Dmitry Lepikhin
Dmitry Lepikhin
Citations: 13,662
h-index: 13
T. Lillicrap
T. Lillicrap
Citations: 108,915
h-index: 69
Jean-Baptiste Alayrac
Jean-Baptiste Alayrac
Citations: 18,236
h-index: 32
Radu Soricut
Radu Soricut
Citations: 26,380
h-index: 37
Orhan Firat
Orhan Firat
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h-index: 9
Julian Schrittwieser
Julian Schrittwieser
Citations: 45,275
h-index: 20
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Ioannis Antonoglou
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h-index: 20
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Rohan Anil
Google Brain
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h-index: 21
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Andrew M. Dai
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h-index: 4
Ethan Dyer
Ethan Dyer
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h-index: 4
Mia Glaese
Mia Glaese
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h-index: 8
Benjamin Lee
Benjamin Lee
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Fabio Viola
Fabio Viola
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Malcolm Reynolds
Malcolm Reynolds
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h-index: 11
Yuanzhong Xu
Yuanzhong Xu
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h-index: 17
James Molloy
James Molloy
Citations: 9,486
h-index: 6
Jilin Chen
Jilin Chen
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h-index: 5
M. Isard
M. Isard
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h-index: 56
P. Barham
P. Barham
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h-index: 12
Ross Mcilroy
Ross Mcilroy
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h-index: 6
Melvin Johnson
Melvin Johnson
Citations: 5,606
h-index: 4
J. Schalkwyk
J. Schalkwyk
Citations: 6,183
h-index: 20
Eli Collins
Eli Collins
Citations: 9,032
h-index: 7
Erica Moreira
Erica Moreira
Citations: 8,114
h-index: 6
Megha Goel
Megha Goel
Citations: 5,285
h-index: 3
Clemens Meyer
Clemens Meyer
Citations: 46,266
h-index: 12
Gregory Thornton
Gregory Thornton
Citations: 5,521
h-index: 5
Zhen Yang
Zhen Yang
Citations: 5,352
h-index: 6
H. Michalewski
H. Michalewski
Citations: 25,212
h-index: 24
Zaheer Abbas
Zaheer Abbas
Citations: 5,482
h-index: 3
Nathan Schucher
Nathan Schucher
Citations: 4,017
h-index: 5
Ankesh Anand
Ankesh Anand
Mila, University of Montreal
Citations: 6,972
h-index: 13
Richard Ives
Richard Ives
Citations: 3,247
h-index: 1
James Keeling
James Keeling
Citations: 9,358
h-index: 8
Karel Lenc
Karel Lenc
Citations: 16,342
h-index: 13
S. Haykal
S. Haykal
Citations: 5,813
h-index: 7
Siamak Shakeri
Siamak Shakeri
Citations: 11,590
h-index: 20
Pranav Shyam
Pranav Shyam
Citations: 88,862
h-index: 18
A. Chowdhery
A. Chowdhery
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h-index: 30
Stephen Spencer
Stephen Spencer
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h-index: 5
Eren Sezener
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h-index: 9
Luke Vilnis
Luke Vilnis
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h-index: 3
Os-car Chang
Os-car Chang
Citations: 6,494
h-index: 7
Nobuyuki Morioka
Nobuyuki Morioka
Citations: 3,313
h-index: 3
George Tucker
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Ce Zheng
Ce Zheng
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Oliver Woodman
Oliver Woodman
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Nithya Attaluri
Nithya Attaluri
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h-index: 4
Tomás Kociský
Tomás Kociský
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h-index: 17
Evgenii Eltyshev
Evgenii Eltyshev
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h-index: 3
Xi Chen
Xi Chen
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Timothy Chung
Timothy Chung
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h-index: 4
Vittorio Selo
Vittorio Selo
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Siddhartha Brahma
Siddhartha Brahma
Google Research
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h-index: 15
Petko Georgiev
Petko Georgiev
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h-index: 21
Ambrose Slone
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Citations: 11,892
h-index: 9
Zhenkai Zhu
Zhenkai Zhu
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h-index: 3
James Lottes
James Lottes
Citations: 5,719
h-index: 5
Siyuan Qiao
Siyuan Qiao
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h-index: 8
Ben Caine
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h-index: 4
Sebastian Riedel
Sebastian Riedel
Citations: 5,484
h-index: 5
Alex Tomala
Alex Tomala
Citations: 5,283
h-index: 3
J Christopher Love
J Christopher Love
Citations: 6,374
h-index: 7
Peter Choy
Peter Choy
Citations: 7,569
h-index: 7
Sid Mittal
Sid Mittal
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N. Houlsby
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h-index: 52
Yunhao Tang
Yunhao Tang
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h-index: 7
Matthew Lamm
Matthew Lamm
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h-index: 2
Libin Bai
Libin Bai
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h-index: 3
Qiao Zhang
Qiao Zhang
Citations: 5,380
h-index: 3
Luheng He
Luheng He
Citations: 8,141
h-index: 6
Yong Cheng
Yong Cheng
Citations: 5,290
h-index: 3
Peter C. Humphreys
Peter C. Humphreys
Citations: 5,450
h-index: 4
Yujia Li
Yujia Li
Citations: 5,303
h-index: 5
Sergey Brin
Sergey Brin
Citations: 47,774
h-index: 17
Ying-Qi Miao
Ying-Qi Miao
Citations: 3,277
h-index: 5
Lukás Zilka
Lukás Zilka
Citations: 5,980
h-index: 10
Taylor Tobin
Taylor Tobin
Citations: 5,297
h-index: 4
Kelvin Xu
Kelvin Xu
Citations: 5,622
h-index: 5
Lev Proleev
Lev Proleev
Citations: 5,450
h-index: 7
Daniel Sohn
Daniel Sohn
Citations: 5,347
h-index: 4
Al-berto Magni
Al-berto Magni
Citations: 5,299
h-index: 4
L. Hendricks
L. Hendricks
Citations: 5,816
h-index: 9
Isabel Gao
Isabel Gao
Citations: 5,279
h-index: 2
Santiago Ontan'on
Santiago Ontan'on
Citations: 3,272
h-index: 3
Oskar Bunyan
Oskar Bunyan
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h-index: 4
Nathan Byrd
Nathan Byrd
Citations: 6,323
h-index: 3
Abhanshu Sharma
Abhanshu Sharma
Citations: 6,346
h-index: 5
Biao Zhang
Biao Zhang
University of Edinburgh
Citations: 7,459
h-index: 24
Mario Pinto
Mario Pinto
Citations: 5,281
h-index: 2
Rishika Sinha
Rishika Sinha
Citations: 3,262
h-index: 2
Harsh Mehta
Harsh Mehta
Citations: 7,348
h-index: 18
Dawei Jia
Dawei Jia
Citations: 5,291
h-index: 4
Sergi Caelles
Sergi Caelles
Citations: 9,104
h-index: 13
Albert Webson
Albert Webson
Google DeepMind
Citations: 15,231
h-index: 15
A. Morris
A. Morris
Citations: 5,283
h-index: 3
Becca Roelofs
Becca Roelofs
Citations: 5,553
h-index: 5
Yifan Ding
Yifan Ding
Citations: 5,283
h-index: 2
Robin Strudel
Robin Strudel
Citations: 7,817
h-index: 11
Xuehan Xiong
Xuehan Xiong
Citations: 3,274
h-index: 4
Marvin Ritter
Marvin Ritter
Citations: 11,519
h-index: 13
Mostafa Dehghani
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Citations: 5,350
h-index: 5
R. Chaabouni
R. Chaabouni
Citations: 7,004
h-index: 15
Abhijit Karmarkar
Abhijit Karmarkar
Citations: 5,302
h-index: 4
Guangda Lai
Guangda Lai
Citations: 3,250
h-index: 2
Fabian Mentzer
Fabian Mentzer
Citations: 9,427
h-index: 21
Bibo Xu
Bibo Xu
Citations: 5,279
h-index: 2
Yaguang Li
Yaguang Li
Citations: 8,869
h-index: 9
Yujing Zhang
Yujing Zhang
Citations: 5,316
h-index: 5
T. Paine
T. Paine
Citations: 12,618
h-index: 25
Alex Goldin
Alex Goldin
Citations: 5,578
h-index: 7
Behnam Neyshabur
Behnam Neyshabur
Citations: 24,003
h-index: 44
Kate Baumli
Kate Baumli
Citations: 6,229
h-index: 9
Anselm Levskaya
Anselm Levskaya
Citations: 20,481
h-index: 14
Michael Laskin
Michael Laskin
Citations: 3,309
h-index: 2
Wenhao Jia
Wenhao Jia
Citations: 5,290
h-index: 3
Kefan Xiao
Kefan Xiao
Citations: 5,460
h-index: 5
Antoine He
Antoine He
Citations: 5,279
h-index: 2
Skye Giordano
Skye Giordano
Citations: 3,250
h-index: 2
Lakshman Yagati
Lakshman Yagati
Citations: 3,253
h-index: 2
Paul Natsev
Paul Natsev
Citations: 5,335
h-index: 5
S. Ganapathy
S. Ganapathy
Citations: 5,300
h-index: 4
Fangyu Liu
Fangyu Liu
Google DeepMind
Citations: 7,480
h-index: 31
Danilo Martins
Danilo Martins
Citations: 5,281
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Nanxin Chen
Nanxin Chen
Citations: 3,434
h-index: 5
Yunhan Xu
Yunhan Xu
Citations: 5,506
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Megan Barnes
Megan Barnes
Citations: 5,379
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Rhys May
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Citations: 5,449
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Arpi Vezer
Arpi Vezer
Citations: 5,303
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Junhyuk Oh
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Ken Franko
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Citations: 5,365
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Sophie Bridgers
Sophie Bridgers
Citations: 5,397
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Ruizhe Zhao
Ruizhe Zhao
Citations: 5,291
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Boxi Wu
Boxi Wu
Citations: 6,025
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Basil Mustafa
Basil Mustafa
Citations: 14,098
h-index: 27
Sean Sechrist
Sean Sechrist
Citations: 3,247
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Emilio Parisotto
Emilio Parisotto
Citations: 11,551
h-index: 26
Thanumalayan Sankaranarayana Pillai
Thanumalayan Sankaranarayana Pillai
Citations: 13,870
h-index: 10
Chris Larkin
Chris Larkin
Citations: 3,249
h-index: 2
Chenjie Gu
Chenjie Gu
Citations: 5,280
h-index: 2
C. Sorokin
C. Sorokin
Citations: 5,298
h-index: 4
M. Krikun
M. Krikun
Citations: 22,630
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Alexey Guseynov
Alexey Guseynov
Citations: 5,283
h-index: 3
Jessica Landon
Jessica Landon
Citations: 3,658
h-index: 7
Romina Datta
Romina Datta
Citations: 5,292
h-index: 3
A. Pritzel
A. Pritzel
Citations: 83,454
h-index: 29
Fan Yang
Fan Yang
Citations: 5,291
h-index: 4
Kevin Hui
Kevin Hui
Citations: 6,325
h-index: 3
Anja Hauth
Anja Hauth
Citations: 5,822
h-index: 5
C. Yeh
C. Yeh
Citations: 5,317
h-index: 5
David Barker
David Barker
Citations: 5,281
h-index: 2
J. Mao-Jones
J. Mao-Jones
Citations: 6,351
h-index: 5
Sophia Austin
Sophia Austin
Citations: 5,423
h-index: 5
Hannah Sheahan
Hannah Sheahan
Citations: 3,374
h-index: 3
P. Schuh
P. Schuh
Citations: 13,393
h-index: 9
James Svensson
James Svensson
Citations: 7,032
h-index: 5
Rohan Jain
Rohan Jain
Citations: 3,275
h-index: 4
V. Ramasesh
V. Ramasesh
Citations: 11,613
h-index: 19
Anton Briukhov
Anton Briukhov
Citations: 5,282
h-index: 2
D. Chung
D. Chung
Citations: 5,325
h-index: 5
Tamara von Glehn
Tamara von Glehn
Citations: 5,563
h-index: 11
Christina Butterfield
Christina Butterfield
Citations: 5,314
h-index: 5
Priya Jhakra
Priya Jhakra
Citations: 3,265
h-index: 3
Matt Wiethoff
Matt Wiethoff
Citations: 27,811
h-index: 4
Justin Frye
Justin Frye
Citations: 5,283
h-index: 3
Jordan Grimstad
Jordan Grimstad
Citations: 5,282
h-index: 2
Beer Changpinyo
Beer Changpinyo
Citations: 5,279
h-index: 2
Charline Le Lan
Charline Le Lan
Citations: 9,713
h-index: 15
Anna Bortsova
Anna Bortsova
Citations: 5,297
h-index: 4
Yonghui Wu
Yonghui Wu
Citations: 5,329
h-index: 3
P. Voigtlaender
P. Voigtlaender
Citations: 9,552
h-index: 23
Tara N. Sainath
Tara N. Sainath
Citations: 5,378
h-index: 6
Charlotte Smith
Charlotte Smith
Citations: 3,265
h-index: 3
Will Hawkins
Will Hawkins
Citations: 3,448
h-index: 5
Kris Cao
Kris Cao
Citations: 3,267
h-index: 3
James Besley
James Besley
Citations: 5,297
h-index: 4
S. Srinivasan
S. Srinivasan
Citations: 3,913
h-index: 5
Mark Omernick
Mark Omernick
Citations: 19,830
h-index: 8
Colin Gaffney
Colin Gaffney
Citations: 5,508
h-index: 4
G. Surita
G. Surita
Citations: 5,341
h-index: 5
Ryan Burnell
Ryan Burnell
Citations: 5,281
h-index: 2
Bogdan Damoc
Bogdan Damoc
Citations: 10,371
h-index: 7
Junwhan Ahn
Junwhan Ahn
Citations: 5,287
h-index: 2
Andrew Brock
Andrew Brock
Citations: 3,317
h-index: 2
A. Petrushkina
A. Petrushkina
Citations: 5,285
h-index: 3
Seb Noury
Seb Noury
Citations: 8,540
h-index: 8
Lorenzo Blanco
Lorenzo Blanco
Citations: 5,280
h-index: 2
Kevin Swersky
Kevin Swersky
Citations: 22,737
h-index: 24
Arun Ahuja
Arun Ahuja
Citations: 5,388
h-index: 5
Thi Avrahami
Thi Avrahami
Citations: 5,402
h-index: 5
Raoul de Liedekerke
Raoul de Liedekerke
Citations: 5,291
h-index: 4
Mariko Iinuma
Mariko Iinuma
Citations: 5,299
h-index: 4
A. Polozov
A. Polozov
Citations: 5,378
h-index: 6
Sarah York
Sarah York
Citations: 5,700
h-index: 5
Paul Michel
Paul Michel
Citations: 8,234
h-index: 8
Justin Chiu
Justin Chiu
Citations: 6,280
h-index: 6
R. Blevins
R. Blevins
Citations: 5,386
h-index: 5
Zach Gleicher
Zach Gleicher
Citations: 6,433
h-index: 5
Adrià Recasens
Adrià Recasens
Citations: 8,110
h-index: 20
Alban Rrustemi
Alban Rrustemi
Citations: 5,621
h-index: 8
Au-rko Roy
Au-rko Roy
Citations: 5,308
h-index: 5
Wiktor Gworek
Wiktor Gworek
Citations: 3,249
h-index: 2
Sébastien M. R. Arnold
Sébastien M. R. Arnold
Citations: 7,113
h-index: 6
Lisa Lee
Lisa Lee
Citations: 6,214
h-index: 4
James Lee-Thorp
James Lee-Thorp
Citations: 5,304
h-index: 4
M. Maggioni
M. Maggioni
Citations: 7,015
h-index: 6
Enrique Piqueras
Enrique Piqueras
Citations: 5,297
h-index: 4
Kartikeya Badola
Kartikeya Badola
Citations: 7,238
h-index: 9
S. Vikram
S. Vikram
Citations: 6,523
h-index: 16
Lucas Gonzalez
Lucas Gonzalez
Citations: 6,392
h-index: 5
Anirudh Baddepudi
Anirudh Baddepudi
Citations: 5,291
h-index: 4
Evan Senter
Evan Senter
Citations: 9,092
h-index: 9
J. Devlin
J. Devlin
Citations: 3,451
h-index: 7
James Qin
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Citations: 12,615
h-index: 17
Michael Azzam
Michael Azzam
Citations: 3,261
h-index: 2
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Maja Trebacz
Citations: 3,943
h-index: 5
M. Polacek
M. Polacek
Citations: 7,021
h-index: 11
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Kashyap Krishnakumar
Citations: 5,279
h-index: 2
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Shuo-Yiin Chang
Citations: 5,301
h-index: 3
Matthew Tung
Matthew Tung
Citations: 5,282
h-index: 3
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Ivo Penchev
Citations: 4,308
h-index: 4
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Rishabh Joshi
Citations: 5,672
h-index: 9
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Kate Olszewska
Citations: 5,464
h-index: 6
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Carrie Muir
Citations: 5,299
h-index: 4
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Mateo Wirth
Citations: 8,171
h-index: 7
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Citations: 5,496
h-index: 3
Joshua Newlan
Joshua Newlan
Citations: 8,306
h-index: 6
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Citations: 3,252
h-index: 2
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Vijay Bolina
Citations: 3,609
h-index: 5
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Citations: 5,281
h-index: 2
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Citations: 9,556
h-index: 20
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Citations: 6,234
h-index: 5
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Citations: 5,303
h-index: 4
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Citations: 5,765
h-index: 4
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Citations: 6,306
h-index: 3
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Citations: 5,287
h-index: 2
Ian Mackinnon
Ian Mackinnon
Citations: 5,279
h-index: 2
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Alexandre Frechette
Citations: 3,292
h-index: 5
Eric Noland
Eric Noland
Citations: 13,631
h-index: 11
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Citations: 5,297
h-index: 4
Emanuel Taropa
Emanuel Taropa
Citations: 6,795
h-index: 4
Dong Li
Dong Li
Citations: 3,255
h-index: 3
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Phil Crone
Citations: 5,303
h-index: 4
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Anmol Gulati
Citations: 10,343
h-index: 14
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S'ebastien Cevey
Citations: 5,303
h-index: 4
Jonas Adler
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Citations: 14,484
h-index: 5
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Citations: 5,307
h-index: 5
David Silver
David Silver
Citations: 5,289
h-index: 4
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Citations: 6,932
h-index: 5
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Citations: 3,251
h-index: 2
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Michael B. Chang
Citations: 6,540
h-index: 4
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Samer Hassan
Citations: 3,253
h-index: 2
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Diana Mincu
Citations: 6,562
h-index: 12
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Antoine Yang
Google DeepMind
Citations: 4,741
h-index: 11
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Nir Levine
Citations: 7,938
h-index: 14
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Jenny Brennan
Citations: 8,341
h-index: 8
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Citations: 5,301
h-index: 4
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Citations: 5,391
h-index: 4
Jeffrey Zhao
Jeffrey Zhao
Citations: 13,261
h-index: 11
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Josh Lipschultz
Citations: 7,052
h-index: 4
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Citations: 5,403
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Cheng Li
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Citations: 7,790
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Citations: 5,607
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Citations: 6,826
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Citations: 3,265
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Citations: 5,282
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Citations: 4,558
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Citations: 5,279
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Citations: 6,363
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Citations: 3,260
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Citations: 3,392
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Citations: 5,300
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Citations: 5,280
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Citations: 13,246
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본 보고서에서는 수백만 토큰의 컨텍스트(여러 개의 긴 문서, 수 시간 분량의 비디오 및 오디오 포함)에서 세밀한 정보를 회상하고 추론할 수 있는 차세대 고효율 멀티모달 모델인 Gemini 1.5 모델군을 소개합니다. 이 모델군에는 두 가지 새로운 모델이 포함됩니다. (1) 대다수의 기능과 벤치마크에서 2월 버전을 능가하는 업데이트된 Gemini 1.5 Pro, (2) 품질 저하를 최소화하면서 효율성을 위해 설계된 더 경량화된 변형인 Gemini 1.5 Flash입니다. Gemini 1.5 모델은 모든 모달리티의 긴 컨텍스트 검색 작업에서 거의 완벽한 회상(recall) 성능을 달성하고, 장문 문서 QA, 장시간 비디오 QA 및 긴 컨텍스트 ASR에서 최첨단 성능(SOTA)을 개선하며, 광범위한 벤치마크 세트에서 Gemini 1.0 Ultra의 최고 성능과 대등하거나 이를 능가합니다. Gemini 1.5의 긴 컨텍스트 능력의 한계를 연구한 결과, Claude 3.0(200k) 및 GPT-4 Turbo(128k)와 같은 기존 모델을 뛰어넘는 세대적 도약이라 할 수 있는 최소 1,000만 토큰까지의 다음 토큰 예측 성능의 지속적인 향상과 거의 완벽한 검색 성능(>99%)을 확인했습니다. 마지막으로, Gemini 1.5가 전문가와 협업하여 작업을 수행함으로써 10가지 다른 직무 범주에서 26~75%의 시간 절약을 달성하는 등의 실제 사용 사례와 프런티어 대규모 언어 모델(LLM)의 놀라운 새로운 기능을 강조합니다. 전 세계 화자가 200명 미만인 칼라망(Kalamang)어 문법 교재가 주어졌을 때, 모델은 동일한 콘텐츠로 학습한 사람과 유사한 수준으로 영어를 칼라망어로 번역하는 법을 학습합니다.

Original Abstract

In this report, we introduce the Gemini 1.5 family of models, representing the next generation of highly compute-efficient multimodal models capable of recalling and reasoning over fine-grained information from millions of tokens of context, including multiple long documents and hours of video and audio. The family includes two new models: (1) an updated Gemini 1.5 Pro, which exceeds the February version on the great majority of capabilities and benchmarks; (2) Gemini 1.5 Flash, a more lightweight variant designed for efficiency with minimal regression in quality. Gemini 1.5 models achieve near-perfect recall on long-context retrieval tasks across modalities, improve the state-of-the-art in long-document QA, long-video QA and long-context ASR, and match or surpass Gemini 1.0 Ultra's state-of-the-art performance across a broad set of benchmarks. Studying the limits of Gemini 1.5's long-context ability, we find continued improvement in next-token prediction and near-perfect retrieval (>99%) up to at least 10M tokens, a generational leap over existing models such as Claude 3.0 (200k) and GPT-4 Turbo (128k). Finally, we highlight real-world use cases, such as Gemini 1.5 collaborating with professionals on completing their tasks achieving 26 to 75% time savings across 10 different job categories, as well as surprising new capabilities of large language models at the frontier; when given a grammar manual for Kalamang, a language with fewer than 200 speakers worldwide, the model learns to translate English to Kalamang at a similar level to a person who learned from the same content.

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