Portrait of Rishabh Agarwal

Rishabh Agarwal

Associate Industry Member
Adjunct Professor, McGill University, School of Computer Science
Google DeepMind
Research Topics
Deep Learning
Large Language Models (LLM)
Reinforcement Learning
Website
Google Scholar
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Biography

I am a research scientist in the Google DeepMind Team in Montréal. I am also an Adjunct Professor at McGill University and an Associate Industry Member at Mila - Quebec Artificial Intelligence Institute. I finished my PhD at Mila under the guidance of Aaron Courville and Marc Bellemare. Previously, I spent a year at Geoffrey Hinton's amazing team in Google Brain, Toronto. Earlier, I graduated in Computer Science and Engineering from IIT Bombay.

My research work mainly revolves around language models and deep reinforcement learning (RL), and includes an outstanding paper award at NeurIPS.

Current Students

Morgane Moss
PhD - Université de Montréal
Principal supervisor :
Aaron Courville

Publications

Learning and Controlling Silicon Dopant Transitions in Graphene using Scanning Transmission Electron Microscopy
Max Schwarzer
Jesse Farebrother
Joshua Greaves
Ekin Dogus Cubuk
Rishabh Agarwal
Aaron Courville
Marc Gendron-Bellemare
Sergei Kalinin
Igor Mordatch
Pablo Samuel Castro
Kevin M Roccapriore
We introduce a machine learning approach to determine the transition dynamics of silicon atoms on a single layer of carbon atoms, when stimu… (see more)lated by the electron beam of a scanning transmission electron microscope (STEM). Our method is data-centric, leveraging data collected on a STEM. The data samples are processed and filtered to produce symbolic representations, which we use to train a neural network to predict transition probabilities. These learned transition dynamics are then leveraged to guide a single silicon atom throughout the lattice to pre-determined target destinations. We present empirical analyses that demonstrate the efficacy and generality of our approach.
2025-05-20
Advanced Materials Interfaces (published)
doi.org
arxiv.org
Putting the Value Back in RL: Better Test-Time Scaling by Unifying LLM Reasoners With Verifiers
Kusha Sareen
Morgane M Moss
Alessandro Sordoni
Rishabh Agarwal
Arian Hosseini
2025-05-07
ArXiv (preprint)
arxiv.org
arxiv.org
Putting the Value Back in RL: Better Test-Time Scaling by Unifying LLM Reasoners With Verifiers
Kusha Sareen
Morgane M Moss
Alessandro Sordoni
Rishabh Agarwal
Arian Hosseini
2025-05-07
ArXiv (preprint)
arxiv.org
arxiv.org
Gemma 3 Technical Report
Gemma Team Aishwarya Kamath
Johan Ferret
Shreya Pathak
Nino Vieillard
Ramona Merhej
Sarah Perrin
Tatiana Matejovicova
Alexandre Ram'e
Morgane Rivière
Louis Rouillard
Thomas Mesnard
Geoffrey Cideron
Jean-Bastien Grill
Sabela Ramos
Edouard Yvinec
Michelle Casbon
Etienne Pot
Ivo Penchev
Gael Liu
Francesco Visin … (see 190 more)
Kathleen Kenealy
Lucas Beyer
Xiaohai Zhai
Anton Tsitsulin
Róbert Busa-Fekete
Alex Feng
Noveen Sachdeva
Benjamin Coleman
Yi Gao
Basil Mustafa
Iain Barr
Emilio Parisotto
David Tian
Matan Eyal
Colin Cherry
Jan-Thorsten Peter
Danila Sinopalnikov
Surya Bhupatiraju
Rishabh Agarwal
Mehran Kazemi
Dan Malkin
Ravin Kumar
David Vilar
Idan Brusilovsky
Jiaming Luo
Andreas Steiner
Abe Friesen
Abhanshu Sharma
Abheesht Sharma
Adi Mayrav Gilady
Adrian Goedeckemeyer
Alaa Saade
Alexander Kolesnikov
Alexei Bendebury
Alvin Abdagic
Amit Vadi
Andr'as Gyorgy
André Susano Pinto
Anil Das
Ankur Bapna
Antoine Miech
Antoine Yang
Antonia Paterson
Ashish Shenoy
Ayan Chakrabarti
Bilal Piot
Boxi Wu
Bobak Shahriari
Bryce Petrini
Charlie Chen
Charline Le Lan
Christopher A. Choquette-Choo
CJ Carey
Cormac Brick
Daniel Deutsch
Danielle Eisenbud
Dee Cattle
Derek Cheng
Dimitris Paparas
Divyashree Shivakumar Sreepathihalli
Doug Reid
Dustin Tran
Dustin Zelle
Eric Noland
Erwin Huizenga
Eugene Kharitonov
Frederick Liu
Gagik Amirkhanyan
Glenn Cameron
Hadi Hashemi
Hanna Klimczak-Pluci'nska
Harman Singh
Harsh Mehta
Harshal Tushar Lehri
Hussein Hazimeh
Ian Ballantyne
Idan Szpektor
Ivan Nardini
Jean Pouget-Abadie
Jetha Chan
Joe Stanton
J. Michael Wieting
Jonathan Lai
Jordi Orbay
Joe Fernandez
Joshua Newlan
Junsong Ji
Jyotinder Singh
Kat Black
Kathy Yu
Kevin Hui
Kiran N. Vodrahalli
Klaus Greff
Linhai Qiu
Marcella Valentine
Marina Coelho
Marvin Ritter
Matt Hoffman
Matthew Watson
Mayank Chaturvedi
Michael Moynihan
Min Ma
Nabila Babar
Natasha Noy
Nathan Byrd
Nick Roy
Nikola Momchev
Nilay Chauhan
Oskar Bunyan
Pankil Botarda
Paul Caron
Paul Kishan Rubenstein
Phil Culliton
Philipp Schmid
Pier Giuseppe Sessa
Pingmei Xu
Piotr Stańczyk
Pouya Dehghani Tafti
Rakesh Shivanna
Renjie Wu
Renke Pan
R. Rokni
Rob Willoughby
Rohith Vallu
Ryan Mullins
Sammy Jerome
Sara Smoot
Sertan Girgin
Shariq Iqbal
Shashir Reddy
Shruti Sheth
Siim Põder
Sijal Bhatnagar
S. Panyam
Sivan Eiger
Susan Zhang
Tianqi Liu
Trevor Yacovone
T. Liechty
Uday Kalra
Utku Evci
Vedant Misra
Vincent Roseberry
Vladimir Feinberg
Vlad Kolesnikov
Woohyun Han
Woosuk Kwon
X. T. Chen
Yinlam Chow
Yuvein Zhu
Zichuan Wei
Z. Egyed
Victor Cotruta
Minh Giang
Phoebe Kirk
Anand Rao
Jessica Lo
Erica Moreira
Luiz GUStavo Martins
Omar Sanseviero
Lucas Gonzalez
Zach Gleicher
Tris Brian Warkentin
Seyed Vahab Mirrokni
Evan Senter
Eli Collins
Joelle Barral
Zoubin Ghahramani
Raia Hadsell
Yossi Matias
D. Sculley
Slav Petrov
Noah Fiedel
Noam M. Shazeer
Oriol Vinyals
Jeffrey Dean
Demis Hassabis
Koray Kavukcuoglu
Clément Farabet
Elena Buchatskaya
Jean-Baptiste Alayrac
Rohan Anil
Dmitry Lepikhin
Sebastian Borgeaud
Olivier Bachem
Armand Joulin
Alek Andreev
Cassidy Hardin
Robert Dadashi
L'eonard Hussenot
2025-03-25
ArXiv (preprint)
arxiv.org
arxiv.org
Gemma 3 Technical Report
Gemma Team Aishwarya Kamath
Johan Ferret
Shreya Pathak
Nino Vieillard
Ramona Merhej
Sarah Perrin
Tatiana Matejovicova
Alexandre Ram'e
Morgane Rivière
Louis Rouillard
Thomas Mesnard
Geoffrey Cideron
Jean-Bastien Grill
Sabela Ramos
Edouard Yvinec
Michelle Casbon
Etienne Pot
Ivo Penchev
Gael Liu
Francesco Visin … (see 190 more)
Kathleen Kenealy
Lucas Beyer
Xiaohai Zhai
Anton Tsitsulin
Róbert Busa-Fekete
Alex Feng
Noveen Sachdeva
Benjamin Coleman
Yi Gao
Basil Mustafa
Iain Barr
Emilio Parisotto
David Tian
Matan Eyal
Colin Cherry
Jan-Thorsten Peter
Danila Sinopalnikov
Surya Bhupatiraju
Rishabh Agarwal
Mehran Kazemi
Dan Malkin
Ravin Kumar
David Vilar
Idan Brusilovsky
Jiaming Luo
Andreas Steiner
Abe Friesen
Abhanshu Sharma
Abheesht Sharma
Adi Mayrav Gilady
Adrian Goedeckemeyer
Alaa Saade
Alexander Kolesnikov
Alexei Bendebury
Alvin Abdagic
Amit Vadi
Andr'as Gyorgy
André Susano Pinto
Anil Das
Ankur Bapna
Antoine Miech
Antoine Yang
Antonia Paterson
Ashish Shenoy
Ayan Chakrabarti
Bilal Piot
Boxi Wu
Bobak Shahriari
Bryce Petrini
Charlie Chen
Charline Le Lan
Christopher A. Choquette-Choo
CJ Carey
Cormac Brick
Daniel Deutsch
Danielle Eisenbud
Dee Cattle
Derek Cheng
Dimitris Paparas
Divyashree Shivakumar Sreepathihalli
Doug Reid
Dustin Tran
Dustin Zelle
Eric Noland
Erwin Huizenga
Eugene Kharitonov
Frederick Liu
Gagik Amirkhanyan
Glenn Cameron
Hadi Hashemi
Hanna Klimczak-Pluci'nska
Harman Singh
Harsh Mehta
Harshal Tushar Lehri
Hussein Hazimeh
Ian Ballantyne
Idan Szpektor
Ivan Nardini
Jean Pouget-Abadie
Jetha Chan
Joe Stanton
J. Michael Wieting
Jonathan Lai
Jordi Orbay
Joe Fernandez
Joshua Newlan
Junsong Ji
Jyotinder Singh
Kat Black
Kathy Yu
Kevin Hui
Kiran N. Vodrahalli
Klaus Greff
Linhai Qiu
Marcella Valentine
Marina Coelho
Marvin Ritter
Matt Hoffman
Matthew Watson
Mayank Chaturvedi
Michael Moynihan
Min Ma
Nabila Babar
Natasha Noy
Nathan Byrd
Nick Roy
Nikola Momchev
Nilay Chauhan
Oskar Bunyan
Pankil Botarda
Paul Caron
Paul Kishan Rubenstein
Phil Culliton
Philipp Schmid
Pier Giuseppe Sessa
Pingmei Xu
Piotr Stańczyk
Pouya Dehghani Tafti
Rakesh Shivanna
Renjie Wu
Renke Pan
R. Rokni
Rob Willoughby
Rohith Vallu
Ryan Mullins
Sammy Jerome
Sara Smoot
Sertan Girgin
Shariq Iqbal
Shashir Reddy
Shruti Sheth
Siim Põder
Sijal Bhatnagar
S. Panyam
Sivan Eiger
Susan Zhang
Tianqi Liu
Trevor Yacovone
T. Liechty
Uday Kalra
Utku Evci
Vedant Misra
Vincent Roseberry
Vladimir Feinberg
Vlad Kolesnikov
Woohyun Han
Woosuk Kwon
X. T. Chen
Yinlam Chow
Yuvein Zhu
Zichuan Wei
Z. Egyed
Victor Cotruta
Minh Giang
Phoebe Kirk
Anand Rao
Jessica Lo
Erica Moreira
Luiz GUStavo Martins
Omar Sanseviero
Lucas Gonzalez
Zach Gleicher
Tris Brian Warkentin
Seyed Vahab Mirrokni
Evan Senter
Eli Collins
Joelle Barral
Zoubin Ghahramani
Raia Hadsell
Yossi Matias
D. Sculley
Slav Petrov
Noah Fiedel
Noam M. Shazeer
Oriol Vinyals
Jeffrey Dean
Demis Hassabis
Koray Kavukcuoglu
Clément Farabet
Elena Buchatskaya
Jean-Baptiste Alayrac
Rohan Anil
Dmitry Lepikhin
Sebastian Borgeaud
Olivier Bachem
Armand Joulin
Alek Andreev
Cassidy Hardin
Robert Dadashi
L'eonard Hussenot
2025-03-25
ArXiv (preprint)
doi.org
arxiv.org
Gemma 3 Technical Report
Gemma Team Aishwarya Kamath
Johan Ferret
Shreya Pathak
Nino Vieillard
Ramona Merhej
Sarah Perrin
Tatiana Matejovicova
Alexandre Ram'e
Morgane Rivière
Louis Rouillard
Thomas Mesnard
Geoffrey Cideron
Jean-Bastien Grill
Sabela Ramos
Edouard Yvinec
Michelle Casbon
Etienne Pot
Ivo Penchev
Gael Liu
Francesco Visin … (see 190 more)
Kathleen Kenealy
Lucas Beyer
Xiaohai Zhai
Anton Tsitsulin
Róbert Busa-Fekete
Alex Feng
Noveen Sachdeva
Benjamin Coleman
Yi Gao
Basil Mustafa
Iain Barr
Emilio Parisotto
David Tian
Matan Eyal
Colin Cherry
Jan-Thorsten Peter
Danila Sinopalnikov
Surya Bhupatiraju
Rishabh Agarwal
Mehran Kazemi
Dan Malkin
Ravin Kumar
David Vilar
Idan Brusilovsky
Jiaming Luo
Andreas Steiner
Abe Friesen
Abhanshu Sharma
Abheesht Sharma
Adi Mayrav Gilady
Adrian Goedeckemeyer
Alaa Saade
Alexander Kolesnikov
Alexei Bendebury
Alvin Abdagic
Amit Vadi
Andr'as Gyorgy
André Susano Pinto
Anil Das
Ankur Bapna
Antoine Miech
Antoine Yang
Antonia Paterson
Ashish Shenoy
Ayan Chakrabarti
Bilal Piot
Boxi Wu
Bobak Shahriari
Bryce Petrini
Charlie Chen
Charline Le Lan
Christopher A. Choquette-Choo
CJ Carey
Cormac Brick
Daniel Deutsch
Danielle Eisenbud
Dee Cattle
Derek Cheng
Dimitris Paparas
Divyashree Shivakumar Sreepathihalli
Doug Reid
Dustin Tran
Dustin Zelle
Eric Noland
Erwin Huizenga
Eugene Kharitonov
Frederick Liu
Gagik Amirkhanyan
Glenn Cameron
Hadi Hashemi
Hanna Klimczak-Pluci'nska
Harman Singh
Harsh Mehta
Harshal Tushar Lehri
Hussein Hazimeh
Ian Ballantyne
Idan Szpektor
Ivan Nardini
Jean Pouget-Abadie
Jetha Chan
Joe Stanton
J. Michael Wieting
Jonathan Lai
Jordi Orbay
Joe Fernandez
Joshua Newlan
Junsong Ji
Jyotinder Singh
Kat Black
Kathy Yu
Kevin Hui
Kiran N. Vodrahalli
Klaus Greff
Linhai Qiu
Marcella Valentine
Marina Coelho
Marvin Ritter
Matt Hoffman
Matthew Watson
Mayank Chaturvedi
Michael Moynihan
Min Ma
Nabila Babar
Natasha Noy
Nathan Byrd
Nick Roy
Nikola Momchev
Nilay Chauhan
Oskar Bunyan
Pankil Botarda
Paul Caron
Paul Kishan Rubenstein
Phil Culliton
Philipp Schmid
Pier Giuseppe Sessa
Pingmei Xu
Piotr Stańczyk
Pouya Dehghani Tafti
Rakesh Shivanna
Renjie Wu
Renke Pan
R. Rokni
Rob Willoughby
Rohith Vallu
Ryan Mullins
Sammy Jerome
Sara Smoot
Sertan Girgin
Shariq Iqbal
Shashir Reddy
Shruti Sheth
Siim Põder
Sijal Bhatnagar
S. Panyam
Sivan Eiger
Susan Zhang
Tianqi Liu
Trevor Yacovone
T. Liechty
Uday Kalra
Utku Evci
Vedant Misra
Vincent Roseberry
Vladimir Feinberg
Vlad Kolesnikov
Woohyun Han
Woosuk Kwon
X. T. Chen
Yinlam Chow
Yuvein Zhu
Zichuan Wei
Z. Egyed
Victor Cotruta
Minh Giang
Phoebe Kirk
Anand Rao
Jessica Lo
Erica Moreira
Luiz GUStavo Martins
Omar Sanseviero
Lucas Gonzalez
Zach Gleicher
Tris Brian Warkentin
Seyed Vahab Mirrokni
Evan Senter
Eli Collins
Joelle Barral
Zoubin Ghahramani
Raia Hadsell
Yossi Matias
D. Sculley
Slav Petrov
Noah Fiedel
Noam M. Shazeer
Oriol Vinyals
Jeffrey Dean
Demis Hassabis
Koray Kavukcuoglu
Clément Farabet
Elena Buchatskaya
Jean-Baptiste Alayrac
Rohan Anil
Dmitry Lepikhin
Sebastian Borgeaud
Olivier Bachem
Armand Joulin
Alek Andreev
Cassidy Hardin
Robert Dadashi
L'eonard Hussenot
2025-03-25
ArXiv (preprint)
doi.org
arxiv.org
Gemma 3 Technical Report
Gemma Team Aishwarya Kamath
Johan Ferret
Shreya Pathak
Nino Vieillard
Ramona Merhej
Sarah Perrin
Tatiana Matejovicova
Alexandre Ram'e
Morgane Rivière
Louis Rouillard
Thomas Mesnard
Geoffrey Cideron
Jean-Bastien Grill
Sabela Ramos
Edouard Yvinec
Michelle Casbon
Etienne Pot
Ivo Penchev
Gael Liu
Francesco Visin … (see 190 more)
Kathleen Kenealy
Lucas Beyer
Xiaohai Zhai
Anton Tsitsulin
Róbert Busa-Fekete
Alex Feng
Noveen Sachdeva
Benjamin Coleman
Yi Gao
Basil Mustafa
Iain Barr
Emilio Parisotto
David Tian
Matan Eyal
Colin Cherry
Jan-Thorsten Peter
Danila Sinopalnikov
Surya Bhupatiraju
Rishabh Agarwal
Mehran Kazemi
Dan Malkin
Ravin Kumar
David Vilar
Idan Brusilovsky
Jiaming Luo
Andreas Steiner
Abe Friesen
Abhanshu Sharma
Abheesht Sharma
Adi Mayrav Gilady
Adrian Goedeckemeyer
Alaa Saade
Alexander Kolesnikov
Alexei Bendebury
Alvin Abdagic
Amit Vadi
Andr'as Gyorgy
Andr'e Susano Pinto
Anil Das
Ankur Bapna
Antoine Miech
Antoine Yang
Antonia Paterson
Ashish Shenoy
Ayan Chakrabarti
Bilal Piot
Boxi Wu
Bobak Shahriari
Bryce Petrini
Charlie Chen
Charline Le Lan
Christopher A. Choquette-Choo
CJ Carey
Cormac Brick
Daniel Deutsch
Danielle Eisenbud
Dee Cattle
Derek Cheng
Dimitris Paparas
Divyashree Shivakumar Sreepathihalli
Doug Reid
Dustin Tran
Dustin Zelle
Eric Noland
Erwin Huizenga
Eugene Kharitonov
Frederick Liu
Gagik Amirkhanyan
Glenn Cameron
Hadi Hashemi
Hanna Klimczak-Pluci'nska
Harman Singh
Harsh Mehta
Harshal Tushar Lehri
Hussein Hazimeh
Ian Ballantyne
Idan Szpektor
Ivan Nardini
Jean Pouget-Abadie
Jetha Chan
Joe Stanton
J. Michael Wieting
Jonathan Lai
Jordi Orbay
Joe Fernandez
Joshua Newlan
Junsong Ji
Jyotinder Singh
Kat Black
Kathy Yu
Kevin Hui
Kiran N. Vodrahalli
Klaus Greff
Linhai Qiu
Marcella Valentine
Marina Coelho
Marvin Ritter
Matt Hoffman
Matthew Watson
Mayank Chaturvedi
Michael Moynihan
Min Ma
Nabila Babar
Natasha Noy
Nathan Byrd
Nick Roy
Nikola Momchev
Nilay Chauhan
Oskar Bunyan
Pankil Botarda
Paul Caron
Paul Kishan Rubenstein
Phil Culliton
Philipp Schmid
Pier Giuseppe Sessa
Pingmei Xu
Piotr Stańczyk
Pouya Dehghani Tafti
Rakesh Shivanna
Renjie Wu
Renke Pan
R. Rokni
Rob Willoughby
Rohith Vallu
Ryan Mullins
Sammy Jerome
Sara Smoot
Sertan Girgin
Shariq Iqbal
Shashir Reddy
Shruti Sheth
Siim Põder
Sijal Bhatnagar
S. Panyam
Sivan Eiger
Susan Zhang
Tianqi Liu
Trevor Yacovone
T. Liechty
Uday Kalra
Utku Evci
Vedant Misra
Vincent Roseberry
Vladimir Feinberg
Vlad Kolesnikov
Woohyun Han
Woosuk Kwon
X. T. Chen
Yinlam Chow
Yuvein Zhu
Zichuan Wei
Z. Egyed
Victor Cotruta
Minh Giang
Phoebe Kirk
Anand Rao
Jessica Lo
Erica Moreira
Luiz GUStavo Martins
Omar Sanseviero
Lucas Gonzalez
Zach Gleicher
Tris Brian Warkentin
Seyed Vahab Mirrokni
Evan Senter
Eli Collins
Joelle Barral
Zoubin Ghahramani
Raia Hadsell
Yossi Matias
D. Sculley
Slav Petrov
Noah Fiedel
Noam M. Shazeer
Oriol Vinyals
Jeffrey Dean
Demis Hassabis
Koray Kavukcuoglu
Clément Farabet
Elena Buchatskaya
Jean-Baptiste Alayrac
Rohan Anil
Dmitry Lepikhin
Sebastian Borgeaud
Olivier Bachem
Armand Joulin
Alek Andreev
Cassidy Hardin
Robert Dadashi
L'eonard Hussenot
2025-03-25
ArXiv (preprint)
arxiv.org
arxiv.org
Gemma 3 Technical Report
Gemma Team Aishwarya Kamath
Johan Ferret
Shreya Pathak
Nino Vieillard
Ramona Merhej
Sarah Perrin
Tatiana Matejovicova
Alexandre Ram'e
Morgane Rivière
Louis Rouillard
Thomas Mesnard
Geoffrey Cideron
Jean-Bastien Grill
Sabela Ramos
Edouard Yvinec
Michelle Casbon
Etienne Pot
Ivo Penchev
Gael Liu
Francesco Visin … (see 190 more)
Kathleen Kenealy
Lucas Beyer
Xiaohai Zhai
Anton Tsitsulin
Róbert Busa-Fekete
Alex Feng
Noveen Sachdeva
Benjamin Coleman
Yi Gao
Basil Mustafa
Iain Barr
Emilio Parisotto
David Tian
Matan Eyal
Colin Cherry
Jan-Thorsten Peter
Danila Sinopalnikov
Surya Bhupatiraju
Rishabh Agarwal
Mehran Kazemi
Dan Malkin
Ravin Kumar
David Vilar
Idan Brusilovsky
Jiaming Luo
Andreas Steiner
Abe Friesen
Abhanshu Sharma
Abheesht Sharma
Adi Mayrav Gilady
Adrian Goedeckemeyer
Alaa Saade
Alexander Kolesnikov
Alexei Bendebury
Alvin Abdagic
Amit Vadi
Andr'as Gyorgy
André Susano Pinto
Anil Das
Ankur Bapna
Antoine Miech
Antoine Yang
Antonia Paterson
Ashish Shenoy
Ayan Chakrabarti
Bilal Piot
Boxi Wu
Bobak Shahriari
Bryce Petrini
Charlie Chen
Charline Le Lan
Christopher A. Choquette-Choo
CJ Carey
Cormac Brick
Daniel Deutsch
Danielle Eisenbud
Dee Cattle
Derek Cheng
Dimitris Paparas
Divyashree Shivakumar Sreepathihalli
Doug Reid
Dustin Tran
Dustin Zelle
Eric Noland
Erwin Huizenga
Eugene Kharitonov
Frederick Liu
Gagik Amirkhanyan
Glenn Cameron
Hadi Hashemi
Hanna Klimczak-Pluci'nska
Harman Singh
Harsh Mehta
Harshal Tushar Lehri
Hussein Hazimeh
Ian Ballantyne
Idan Szpektor
Ivan Nardini
Jean Pouget-Abadie
Jetha Chan
Joe Stanton
J. Michael Wieting
Jonathan Lai
Jordi Orbay
Joe Fernandez
Joshua Newlan
Junsong Ji
Jyotinder Singh
Kat Black
Kathy Yu
Kevin Hui
Kiran N. Vodrahalli
Klaus Greff
Linhai Qiu
Marcella Valentine
Marina Coelho
Marvin Ritter
Matt Hoffman
Matthew Watson
Mayank Chaturvedi
Michael Moynihan
Min Ma
Nabila Babar
Natasha Noy
Nathan Byrd
Nick Roy
Nikola Momchev
Nilay Chauhan
Oskar Bunyan
Pankil Botarda
Paul Caron
Paul Kishan Rubenstein
Phil Culliton
Philipp Schmid
Pier Giuseppe Sessa
Pingmei Xu
Piotr Stańczyk
Pouya Dehghani Tafti
Rakesh Shivanna
Renjie Wu
Renke Pan
R. Rokni
Rob Willoughby
Rohith Vallu
Ryan Mullins
Sammy Jerome
Sara Smoot
Sertan Girgin
Shariq Iqbal
Shashir Reddy
Shruti Sheth
Siim Põder
Sijal Bhatnagar
S. Panyam
Sivan Eiger
Susan Zhang
Tianqi Liu
Trevor Yacovone
T. Liechty
Uday Kalra
Utku Evci
Vedant Misra
Vincent Roseberry
Vladimir Feinberg
Vlad Kolesnikov
Woohyun Han
Woosuk Kwon
X. T. Chen
Yinlam Chow
Yuvein Zhu
Zichuan Wei
Z. Egyed
Victor Cotruta
Minh Giang
Phoebe Kirk
Anand Rao
Jessica Lo
Erica Moreira
Luiz GUStavo Martins
Omar Sanseviero
Lucas Gonzalez
Zach Gleicher
Tris Brian Warkentin
Seyed Vahab Mirrokni
Evan Senter
Eli Collins
Joelle Barral
Zoubin Ghahramani
Raia Hadsell
Yossi Matias
D. Sculley
Slav Petrov
Noah Fiedel
Noam M. Shazeer
Oriol Vinyals
Jeffrey Dean
Demis Hassabis
Koray Kavukcuoglu
Clément Farabet
Elena Buchatskaya
Jean-Baptiste Alayrac
Rohan Anil
Dmitry Lepikhin
Sebastian Borgeaud
Olivier Bachem
Armand Joulin
Alek Andreev
Cassidy Hardin
Robert Dadashi
L'eonard Hussenot
2025-03-25
ArXiv (preprint)
doi.org
arxiv.org
Gemma 3 Technical Report
Gemma Team Aishwarya Kamath
Johan Ferret
Shreya Pathak
Nino Vieillard
Ramona Merhej
Sarah Perrin
Tatiana Matejovicova
Alexandre Ram'e
Morgane Rivière
Louis Rouillard
Thomas Mesnard
Geoffrey Cideron
Jean-Bastien Grill
Sabela Ramos
Edouard Yvinec
Michelle Casbon
Etienne Pot
Ivo Penchev
Gael Liu
Francesco Visin … (see 190 more)
Kathleen Kenealy
Lucas Beyer
Xiaohai Zhai
Anton Tsitsulin
Róbert Busa-Fekete
Alex Feng
Noveen Sachdeva
Benjamin Coleman
Yi Gao
Basil Mustafa
Iain Barr
Emilio Parisotto
David Tian
Matan Eyal
Colin Cherry
Jan-Thorsten Peter
Danila Sinopalnikov
Surya Bhupatiraju
Rishabh Agarwal
Mehran Kazemi
Dan Malkin
Ravin Kumar
David Vilar
Idan Brusilovsky
Jiaming Luo
Andreas Steiner
Abe Friesen
Abhanshu Sharma
Abheesht Sharma
Adi Mayrav Gilady
Adrian Goedeckemeyer
Alaa Saade
Alexander Kolesnikov
Alexei Bendebury
Alvin Abdagic
Amit Vadi
Andr'as Gyorgy
André Susano Pinto
Anil Das
Ankur Bapna
Antoine Miech
Antoine Yang
Antonia Paterson
Ashish Shenoy
Ayan Chakrabarti
Bilal Piot
Boxi Wu
Bobak Shahriari
Bryce Petrini
Charlie Chen
Charline Le Lan
Christopher A. Choquette-Choo
CJ Carey
Cormac Brick
Daniel Deutsch
Danielle Eisenbud
Dee Cattle
Derek Cheng
Dimitris Paparas
Divyashree Shivakumar Sreepathihalli
Doug Reid
Dustin Tran
Dustin Zelle
Eric Noland
Erwin Huizenga
Eugene Kharitonov
Frederick Liu
Gagik Amirkhanyan
Glenn Cameron
Hadi Hashemi
Hanna Klimczak-Pluci'nska
Harman Singh
Harsh Mehta
Harshal Tushar Lehri
Hussein Hazimeh
Ian Ballantyne
Idan Szpektor
Ivan Nardini
Jean Pouget-Abadie
Jetha Chan
Joe Stanton
J. Michael Wieting
Jonathan Lai
Jordi Orbay
Joe Fernandez
Joshua Newlan
Junsong Ji
Jyotinder Singh
Kat Black
Kathy Yu
Kevin Hui
Kiran N. Vodrahalli
Klaus Greff
Linhai Qiu
Marcella Valentine
Marina Coelho
Marvin Ritter
Matt Hoffman
Matthew Watson
Mayank Chaturvedi
Michael Moynihan
Min Ma
Nabila Babar
Natasha Noy
Nathan Byrd
Nick Roy
Nikola Momchev
Nilay Chauhan
Oskar Bunyan
Pankil Botarda
Paul Caron
Paul Kishan Rubenstein
Phil Culliton
Philipp Schmid
Pier Giuseppe Sessa
Pingmei Xu
Piotr Stańczyk
Pouya Dehghani Tafti
Rakesh Shivanna
Renjie Wu
Renke Pan
R. Rokni
Rob Willoughby
Rohith Vallu
Ryan Mullins
Sammy Jerome
Sara Smoot
Sertan Girgin
Shariq Iqbal
Shashir Reddy
Shruti Sheth
Siim Põder
Sijal Bhatnagar
S. Panyam
Sivan Eiger
Susan Zhang
Tianqi Liu
Trevor Yacovone
T. Liechty
Uday Kalra
Utku Evci
Vedant Misra
Vincent Roseberry
Vladimir Feinberg
Vlad Kolesnikov
Woohyun Han
Woosuk Kwon
X. T. Chen
Yinlam Chow
Yuvein Zhu
Zichuan Wei
Z. Egyed
Victor Cotruta
Minh Giang
Phoebe Kirk
Anand Rao
Jessica Lo
Erica Moreira
Luiz GUStavo Martins
Omar Sanseviero
Lucas Gonzalez
Zach Gleicher
Tris Brian Warkentin
Seyed Vahab Mirrokni
Evan Senter
Eli Collins
Joelle Barral
Zoubin Ghahramani
Raia Hadsell
Yossi Matias
D. Sculley
Slav Petrov
Noah Fiedel
Noam M. Shazeer
Oriol Vinyals
Jeffrey Dean
Demis Hassabis
Koray Kavukcuoglu
Clément Farabet
Elena Buchatskaya
Jean-Baptiste Alayrac
Rohan Anil
Dmitry Lepikhin
Sebastian Borgeaud
Olivier Bachem
Armand Joulin
Alek Andreev
Cassidy Hardin
Robert Dadashi
L'eonard Hussenot
2025-03-25
ArXiv (preprint)
doi.org
arxiv.org
Gemma 3 Technical Report
Gemma Team Aishwarya Kamath
Johan Ferret
Shreya Pathak
Nino Vieillard
Ramona Merhej
Sarah Perrin
Tatiana Matejovicova
Alexandre Ram'e
Morgane Rivière
Louis Rouillard
Thomas Mesnard
Geoffrey Cideron
Jean-Bastien Grill
Sabela Ramos
Edouard Yvinec
Michelle Casbon
Etienne Pot
Ivo Penchev
Gael Liu
Francesco Visin … (see 190 more)
Kathleen Kenealy
Lucas Beyer
Xiaohai Zhai
Anton Tsitsulin
Róbert Busa-Fekete
Alex Feng
Noveen Sachdeva
Benjamin Coleman
Yi Gao
Basil Mustafa
Iain Barr
Emilio Parisotto
David Tian
Matan Eyal
Colin Cherry
Jan-Thorsten Peter
Danila Sinopalnikov
Surya Bhupatiraju
Rishabh Agarwal
Mehran Kazemi
Dan Malkin
Ravin Kumar
David Vilar
Idan Brusilovsky
Jiaming Luo
Andreas Steiner
Abe Friesen
Abhanshu Sharma
Abheesht Sharma
Adi Mayrav Gilady
Adrian Goedeckemeyer
Alaa Saade
Alexander Kolesnikov
Alexei Bendebury
Alvin Abdagic
Amit Vadi
Andr'as Gyorgy
André Susano Pinto
Anil Das
Ankur Bapna
Antoine Miech
Antoine Yang
Antonia Paterson
Ashish Shenoy
Ayan Chakrabarti
Bilal Piot
Boxi Wu
Bobak Shahriari
Bryce Petrini
Charlie Chen
Charline Le Lan
Christopher A. Choquette-Choo
CJ Carey
Cormac Brick
Daniel Deutsch
Danielle Eisenbud
Dee Cattle
Derek Cheng
Dimitris Paparas
Divyashree Shivakumar Sreepathihalli
Doug Reid
Dustin Tran
Dustin Zelle
Eric Noland
Erwin Huizenga
Eugene Kharitonov
Frederick Liu
Gagik Amirkhanyan
Glenn Cameron
Hadi Hashemi
Hanna Klimczak-Pluci'nska
Harman Singh
Harsh Mehta
Harshal Tushar Lehri
Hussein Hazimeh
Ian Ballantyne
Idan Szpektor
Ivan Nardini
Jean Pouget-Abadie
Jetha Chan
Joe Stanton
J. Michael Wieting
Jonathan Lai
Jordi Orbay
Joe Fernandez
Joshua Newlan
Junsong Ji
Jyotinder Singh
Kat Black
Kathy Yu
Kevin Hui
Kiran N. Vodrahalli
Klaus Greff
Linhai Qiu
Marcella Valentine
Marina Coelho
Marvin Ritter
Matt Hoffman
Matthew Watson
Mayank Chaturvedi
Michael Moynihan
Min Ma
Nabila Babar
Natasha Noy
Nathan Byrd
Nick Roy
Nikola Momchev
Nilay Chauhan
Oskar Bunyan
Pankil Botarda
Paul Caron
Paul Kishan Rubenstein
Phil Culliton
Philipp Schmid
Pier Giuseppe Sessa
Pingmei Xu
Piotr Stańczyk
Pouya Dehghani Tafti
Rakesh Shivanna
Renjie Wu
Renke Pan
R. Rokni
Rob Willoughby
Rohith Vallu
Ryan Mullins
Sammy Jerome
Sara Smoot
Sertan Girgin
Shariq Iqbal
Shashir Reddy
Shruti Sheth
Siim Põder
Sijal Bhatnagar
S. Panyam
Sivan Eiger
Susan Zhang
Tianqi Liu
Trevor Yacovone
T. Liechty
Uday Kalra
Utku Evci
Vedant Misra
Vincent Roseberry
Vladimir Feinberg
Vlad Kolesnikov
Woohyun Han
Woosuk Kwon
X. T. Chen
Yinlam Chow
Yuvein Zhu
Zichuan Wei
Z. Egyed
Victor Cotruta
Minh Giang
Phoebe Kirk
Anand Rao
Jessica Lo
Erica Moreira
Luiz GUStavo Martins
Omar Sanseviero
Lucas Gonzalez
Zach Gleicher
Tris Brian Warkentin
Seyed Vahab Mirrokni
Evan Senter
Eli Collins
Joelle Barral
Zoubin Ghahramani
Raia Hadsell
Yossi Matias
D. Sculley
Slav Petrov
Noah Fiedel
Noam M. Shazeer
Oriol Vinyals
Jeffrey Dean
Demis Hassabis
Koray Kavukcuoglu
Clément Farabet
Elena Buchatskaya
Jean-Baptiste Alayrac
Rohan Anil
Dmitry Lepikhin
Sebastian Borgeaud
Olivier Bachem
Armand Joulin
Alek Andreev
Cassidy Hardin
Robert Dadashi
L'eonard Hussenot
2025-03-25
ArXiv (preprint)
doi.org
arxiv.org
Gemma 3 Technical Report
Gemma Team Aishwarya Kamath
Johan Ferret
Shreya Pathak
Nino Vieillard
Ramona Merhej
Sarah Perrin
Tatiana Matejovicova
Alexandre Ram'e
Morgane Rivière
Louis Rouillard
Thomas Mesnard
Geoffrey Cideron
Jean-Bastien Grill
Sabela Ramos
Edouard Yvinec
Michelle Casbon
Etienne Pot
Ivo Penchev
Gael Liu
Francesco Visin … (see 190 more)
Kathleen Kenealy
Lucas Beyer
Xiaohai Zhai
Anton Tsitsulin
Róbert Busa-Fekete
Alex Feng
Noveen Sachdeva
Benjamin Coleman
Yi Gao
Basil Mustafa
Iain Barr
Emilio Parisotto
David Tian
Matan Eyal
Colin Cherry
Jan-Thorsten Peter
Danila Sinopalnikov
Surya Bhupatiraju
Rishabh Agarwal
Mehran Kazemi
Dan Malkin
Ravin Kumar
David Vilar
Idan Brusilovsky
Jiaming Luo
Andreas Steiner
Abe Friesen
Abhanshu Sharma
Abheesht Sharma
Adi Mayrav Gilady
Adrian Goedeckemeyer
Alaa Saade
Alexander Kolesnikov
Alexei Bendebury
Alvin Abdagic
Amit Vadi
Andr'as Gyorgy
André Susano Pinto
Anil Das
Ankur Bapna
Antoine Miech
Antoine Yang
Antonia Paterson
Ashish Shenoy
Ayan Chakrabarti
Bilal Piot
Boxi Wu
Bobak Shahriari
Bryce Petrini
Charlie Chen
Charline Le Lan
Christopher A. Choquette-Choo
CJ Carey
Cormac Brick
Daniel Deutsch
Danielle Eisenbud
Dee Cattle
Derek Cheng
Dimitris Paparas
Divyashree Shivakumar Sreepathihalli
Doug Reid
Dustin Tran
Dustin Zelle
Eric Noland
Erwin Huizenga
Eugene Kharitonov
Frederick Liu
Gagik Amirkhanyan
Glenn Cameron
Hadi Hashemi
Hanna Klimczak-Pluci'nska
Harman Singh
Harsh Mehta
Harshal Tushar Lehri
Hussein Hazimeh
Ian Ballantyne
Idan Szpektor
Ivan Nardini
Jean Pouget-Abadie
Jetha Chan
Joe Stanton
J. Michael Wieting
Jonathan Lai
Jordi Orbay
Joe Fernandez
Joshua Newlan
Junsong Ji
Jyotinder Singh
Kat Black
Kathy Yu
Kevin Hui
Kiran N. Vodrahalli
Klaus Greff
Linhai Qiu
Marcella Valentine
Marina Coelho
Marvin Ritter
Matt Hoffman
Matthew Watson
Mayank Chaturvedi
Michael Moynihan
Min Ma
Nabila Babar
Natasha Noy
Nathan Byrd
Nick Roy
Nikola Momchev
Nilay Chauhan
Oskar Bunyan
Pankil Botarda
Paul Caron
Paul Kishan Rubenstein
Phil Culliton
Philipp Schmid
Pier Giuseppe Sessa
Pingmei Xu
Piotr Stańczyk
Pouya Dehghani Tafti
Rakesh Shivanna
Renjie Wu
Renke Pan
R. Rokni
Rob Willoughby
Rohith Vallu
Ryan Mullins
Sammy Jerome
Sara Smoot
Sertan Girgin
Shariq Iqbal
Shashir Reddy
Shruti Sheth
Siim Põder
Sijal Bhatnagar
S. Panyam
Sivan Eiger
Susan Zhang
Tianqi Liu
Trevor Yacovone
T. Liechty
Uday Kalra
Utku Evci
Vedant Misra
Vincent Roseberry
Vladimir Feinberg
Vlad Kolesnikov
Woohyun Han
Woosuk Kwon
X. T. Chen
Yinlam Chow
Yuvein Zhu
Zichuan Wei
Z. Egyed
Victor Cotruta
Minh Giang
Phoebe Kirk
Anand Rao
Jessica Lo
Erica Moreira
Luiz GUStavo Martins
Omar Sanseviero
Lucas Gonzalez
Zach Gleicher
Tris Brian Warkentin
Seyed Vahab Mirrokni
Evan Senter
Eli Collins
Joelle Barral
Zoubin Ghahramani
Raia Hadsell
Yossi Matias
D. Sculley
Slav Petrov
Noah Fiedel
Noam M. Shazeer
Oriol Vinyals
Jeffrey Dean
Demis Hassabis
Koray Kavukcuoglu
Clément Farabet
Elena Buchatskaya
Jean-Baptiste Alayrac
Rohan Anil
Dmitry Lepikhin
Sebastian Borgeaud
Olivier Bachem
Armand Joulin
Alek Andreev
Cassidy Hardin
Robert Dadashi
L'eonard Hussenot
2025-03-25
ArXiv (preprint)
arxiv.org
arxiv.org
Gemma 3 Technical Report
Gemma Team Aishwarya Kamath
Johan Ferret
Shreya Pathak
Nino Vieillard
Ramona Merhej
Sarah Perrin
Tatiana Matejovicova
Alexandre Ram'e
Morgane Rivière
Louis Rouillard
Thomas Mesnard
Geoffrey Cideron
Jean-Bastien Grill
Sabela Ramos
Edouard Yvinec
Michelle Casbon
Etienne Pot
Ivo Penchev
Gael Liu
Francesco Visin … (see 190 more)
Kathleen Kenealy
Lucas Beyer
Xiaohai Zhai
Anton Tsitsulin
Róbert Busa-Fekete
Alex Feng
Noveen Sachdeva
Benjamin Coleman
Yi Gao
Basil Mustafa
Iain Barr
Emilio Parisotto
David Tian
Matan Eyal
Colin Cherry
Jan-Thorsten Peter
Danila Sinopalnikov
Surya Bhupatiraju
Rishabh Agarwal
Mehran Kazemi
Dan Malkin
Ravin Kumar
David Vilar
Idan Brusilovsky
Jiaming Luo
Andreas Steiner
Abe Friesen
Abhanshu Sharma
Abheesht Sharma
Adi Mayrav Gilady
Adrian Goedeckemeyer
Alaa Saade
Alexander Kolesnikov
Alexei Bendebury
Alvin Abdagic
Amit Vadi
Andr'as Gyorgy
André Susano Pinto
Anil Das
Ankur Bapna
Antoine Miech
Antoine Yang
Antonia Paterson
Ashish Shenoy
Ayan Chakrabarti
Bilal Piot
Boxi Wu
Bobak Shahriari
Bryce Petrini
Charlie Chen
Charline Le Lan
Christopher A. Choquette-Choo
CJ Carey
Cormac Brick
Daniel Deutsch
Danielle Eisenbud
Dee Cattle
Derek Cheng
Dimitris Paparas
Divyashree Shivakumar Sreepathihalli
Doug Reid
Dustin Tran
Dustin Zelle
Eric Noland
Erwin Huizenga
Eugene Kharitonov
Frederick Liu
Gagik Amirkhanyan
Glenn Cameron
Hadi Hashemi
Hanna Klimczak-Pluci'nska
Harman Singh
Harsh Mehta
Harshal Tushar Lehri
Hussein Hazimeh
Ian Ballantyne
Idan Szpektor
Ivan Nardini
Jean Pouget-Abadie
Jetha Chan
Joe Stanton
J. Michael Wieting
Jonathan Lai
Jordi Orbay
Joe Fernandez
Joshua Newlan
Junsong Ji
Jyotinder Singh
Kat Black
Kathy Yu
Kevin Hui
Kiran N. Vodrahalli
Klaus Greff
Linhai Qiu
Marcella Valentine
Marina Coelho
Marvin Ritter
Matt Hoffman
Matthew Watson
Mayank Chaturvedi
Michael Moynihan
Min Ma
Nabila Babar
Natasha Noy
Nathan Byrd
Nick Roy
Nikola Momchev
Nilay Chauhan
Oskar Bunyan
Pankil Botarda
Paul Caron
Paul Kishan Rubenstein
Phil Culliton
Philipp Schmid
Pier Giuseppe Sessa
Pingmei Xu
Piotr Stańczyk
Pouya Dehghani Tafti
Rakesh Shivanna
Renjie Wu
Renke Pan
R. Rokni
Rob Willoughby
Rohith Vallu
Ryan Mullins
Sammy Jerome
Sara Smoot
Sertan Girgin
Shariq Iqbal
Shashir Reddy
Shruti Sheth
Siim Põder
Sijal Bhatnagar
S. Panyam
Sivan Eiger
Susan Zhang
Tianqi Liu
Trevor Yacovone
T. Liechty
Uday Kalra
Utku Evci
Vedant Misra
Vincent Roseberry
Vladimir Feinberg
Vlad Kolesnikov
Woohyun Han
Woosuk Kwon
X. T. Chen
Yinlam Chow
Yuvein Zhu
Zichuan Wei
Z. Egyed
Victor Cotruta
Minh Giang
Phoebe Kirk
Anand Rao
Jessica Lo
Erica Moreira
Luiz GUStavo Martins
Omar Sanseviero
Lucas Gonzalez
Zach Gleicher
Tris Brian Warkentin
Seyed Vahab Mirrokni
Evan Senter
Eli Collins
Joelle Barral
Zoubin Ghahramani
Raia Hadsell
Yossi Matias
D. Sculley
Slav Petrov
Noah Fiedel
Noam M. Shazeer
Oriol Vinyals
Jeffrey Dean
Demis Hassabis
Koray Kavukcuoglu
Clément Farabet
Elena Buchatskaya
Jean-Baptiste Alayrac
Rohan Anil
Dmitry Lepikhin
Sebastian Borgeaud
Olivier Bachem
Armand Joulin
Alek Andreev
Cassidy Hardin
Robert Dadashi
L'eonard Hussenot
We introduce Gemma 3, a multimodal addition to the Gemma family of lightweight open models, ranging in scale from 1 to 27 billion parameters… (see more). This version introduces vision understanding abilities, a wider coverage of languages and longer context - at least 128K tokens. We also change the architecture of the model to reduce the KV-cache memory that tends to explode with long context. This is achieved by increasing the ratio of local to global attention layers, and keeping the span on local attention short. The Gemma 3 models are trained with distillation and achieve superior performance to Gemma 2 for both pre-trained and instruction finetuned versions. In particular, our novel post-training recipe significantly improves the math, chat, instruction-following and multilingual abilities, making Gemma3-4B-IT competitive with Gemma2-27B-IT and Gemma3-27B-IT comparable to Gemini-1.5-Pro across benchmarks. We release all our models to the community.
2025-03-25
ArXiv (preprint)
doi.org
arxiv.org