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arxiv: 2607.02770 · v1 · pith:R2OUDRBF · submitted 2026-07-02 · cs.CL · cs.AI

Gemma 4 Technical Report

Gemma Team: Sherif El Abd , Vaibhav Aggarwal , Robin Algayres , Alek Andreev , Olivier Bachem , Ian Ballantyne , Cormac Brick , Victor C\u{a}rbune
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Michelle Casbon Mayank Chaturvedi Victor Cotruta Alice Coucke Phil Culliton Robert Dadashi Lucas Dixon Mohamed Elhawaty Utku Evci Cl\'ement Farabet Johan Ferret Filippo Galgani Sertan Girgin Jean-Bastien Grill Maarten Grootendorst Jiaxian Guo Cassidy Hardin Yanzhang He Steven M. Hernandez Omri Homburger L\'eonard Hussenot Juyeong Ji Armand Joulin Aishwarya Kamath Parnian Kassraie Olivier Lacombe Preethi Lahoti Ga\"el Liu Gus Martins Luciano Martins Tatiana Matejovicova Ramona Merhej Nikola Momchev Sneha Mondal Ryan Mullins Sindhu Raghuram Panyam Shreya Pathak Sarah Perrin Andr\'e Susano Pinto Etienne Pot Ang\'eline Pouget Alexandre Ram\'e Sabela Ramos Douglas Reid David Rim Morgane Rivi\`ere Karsten Roth Louis Rouillard Omar Sanseviero Pier Giuseppe Sessa Shane Settle Danila Sinopalnikov Sara Smoot Piotr Stanczyk Andreas Steiner Lawrence Stewart Ilya Tolstikhin Michael Tschannen Anton Tsitsulin Nino Vieillard Renjie Wu Pingmei Xu Haichuan Yang Edouard Yvinec Li Zhang Joe Zou Nicolas Aagnes Abdelrahman Abdelhamed Shivani Agrawal Shubham Agrawal Ibrahim Alabdulmohsin Jean Baptiste Alayrac Uri Alon Chandramouli Amarnath Ankesh Anand Chrysovalantis Anastasiou Setareh Ariafar Fran\c{c}ois-Xavier Aubet Kyriakos Axiotis Federico Barbero Joelle Barral Alexei Bendebury Urs Bergmann Stanley Bileschi Kat Black Mathieu Blondel Sebastian Borgeaud Arthur Bra\v{z}inskas Ryan Burnell Robert Busa-Fekete Mu Cai Glenn Cameron Charlotte Caucheteux Garima Chadha Jetha Chan Aditya Chawla Blake Jianhang Chen Jesse Chen Lin Chen Xu Chen Derek Cheng Tzu-hsiang Chien Nikolai Chinaev Yi Chou Zhaohui Chu Benjamin Coleman Pooja Consul Sam Conway-Rahman Scott Crowell Dylan Cutler Vivek Dani Samira Daruki Anil Das Daniel Deutsch Nishanth Dikkala Li Ding Qiuhan Ding Shenil Dodhia Konstantin Donhauser Tulsee Doshi Anca Dragan Alex Druinsky Sahil Dua Zoltan Egyed Danielle Eisenbud Daniel Eppens Cindy Fan Bahare Fatemi Yassir Fathullah Vlad Feinberg Milen Ferev Takumi Fujimoto Isaac Galatzer-Levy Jo\~ao Gante Simon Geisler Soham Ghosal Antonious M. Girgis Alec Go Alhaad Gokhale Alex Grills Yiming Gu Pramod Gupta Guru Guruganesh Raia Hadsell Hamza Harkous Jitendra Harlalka Demis Hassabis Anja Hauth Joe Heyward Arian Hosseini Chih-Yang Hsia I-Hung Hsu Xiaopeng Huang Yangsibo Huang Kevin Hui Adrian Hutter Te I Fotis Iliopoulos Advait Jain Ganesh Jawahar Ziwei Ji Qilin Jin Melvin Johnson Kandarp Joshi Arun Kandoor Wang-Cheng Kang Koray Kavukcuoglu Mehran Kazemi Kathleen Kenealy Amr Khalifa Phoebe Kirk Suraj Kothawade Vitaly Kovalev Neel Kovelamudi Adam Kraft Ravin Kumar Harish Kuppam Justin Lannin Chen-Yu Lee Seungji Lee Dmitry Lepikhin Dongdong Li Qiujia Li Valentin Li\'evin Ethan Lin Ziqian Lin Casper Liu Tianlin Liu Tianqi Liu Xin Liu Mayank Lunayach Min Ma Gagan Madan Andrii Maksai Eric Malmi Michal Matuszak Daniel McDuff Gaurav Menghani Daniil Mirylenka Karolis Misiunas Vedant Misra Andreea Mitran Kareem Mohamed Maksim Mukha Eric Noland James O'Donnell Kate Olszewska Bernett Orlando Wanqiong Pan Rina Panigrahy Unnati Parekh Chunjong Park Eric Paskie Liqian Peng Bryce Petrini Slav Petrov Jonas Pfeiffer Bilal Piot Martyna Plomecka Siim Poder Octavio Ponce Arijit Pramanik David Racz Anish Rajan Michelle Ramanovich Anand Rao Marvin Ritter Vitor Rodrigues Evan Rosen Miko{\l}aj Rybi\'nski Noveen Sachdeva Micha\"el E. Sander Rohit Sathyanarayana Sagar Savla Samuel Schmidgall Tal Schuster Benoit Seguin Andrew Sellergren Aliaksei Severyn Izhak Shafran Dhruv Shah Yuan Shangguan Ashish Shenoy Pradeep Shenoy Rakesh Shivanna Pauline Sho Lucas Spangher Wojciech Stokowiec Tim Strother Yao Su Yinghao Sun Mukund Sundararajan Andrea Tacchetti Mor Hazan Taege Pouya Tafti Chetan Tekur Rahul Thapa Madeleine Traverse Lenart Treven Tao Tu Chien Te Tung Petar Veli\v{c}kovi\'c Malini Pooni Venkat Sagar Gubbi Venkatesh Vidya Venkiteswaran Francesco Visin Alex Vitvitskyi Kiran Vodrahalli Weiyi Wang Xin Wang Tris Warkentin Jan Wassenberg John Wieting Lechao Xiao Hao Xu Yuhui Xu Fuzhao Xue Arun Yadav Jun Yan Antoine Yang Lin Yang Ming-Hsuan Yang Ziyu Ying Jae Hyeon Yoo Sajjad Zafar Fred Zhang Jiageng Zhang Jianyi Zhang Xiaofan Zhang Chao Zhao David Zhou Chen Zou
This is my paper

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classification cs.CL cs.AI
keywords gemmamodelmodelsaudiocomputeefficiencylong-contextmultimodal
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We introduce Gemma 4, a new generation of open-weight, natively multimodal language models in the Gemma model family. Designed to advance compute efficiency and reasoning, the Gemma 4 model suite features dense and Mixture-of-Experts architectures, ranging from 2.3B to 31B parameters. Alongside improved vision and audio encoders for all model sizes, we propose a unified, encoder-free architecture for our 12B model, which ingests raw audio and image patches. Furthermore, we integrate a thinking mode, enabling Gemma models to generate reasoning traces prior to responding. We improve inference speed, memory, and compute efficiency, as well as long-context abilities through critical design choices. Gemma 4 establishes a leap in performance across STEM, multimodal, and long-context benchmarks, and rivals larger, frontier open models in human-rated tasks.

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