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Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities

by Zhu, Zhenkai , Radhakrishnan, Prabakar , Challagundla, Jeshwanth , Khalifa, Amr , Ji, Ziwei , Akbulut, Canfer , Piot, Bilal , Sakenas, Vytenis , Dotiwalla, Xerxes , Malmi, Eric , Sheng, XiangHai , Liu, Canoee , Listík, Vít , Gladchenko, Evgeny , Xu, Jun , Parsa Mahmoudieh , Borgeaud, Sebastian , Shaw, Eleni , Woodward, Josh , Rojas-Esponda, Tania , Liu, Jianqiao , Zhang, Zhiying , Bapna, Ankur , Gao, Yi , McKee, Kevin R , Iqbal, Shariq , Alon, Uri , Fu, Justin , Singh, Aayush , Gopalakrishnan, Keerthana , Deng, Yunxiao , Gao, Xu , Coriou, Vincent , Ganeshan, Ramya , Zhang, Richard , Ding, Wen , Shabat, Nir , Powell, Tolly , Markeeva, Larisa , Axiotis, Kyriakos , Munkhdalai, Tsendsuren , Aslanides, John , Alon, Dana , Pramanik, Arijit , Pang, Bo , Liechty, Tyler , Chadwick, Martin , Bahargam, Sanaz , Thakur, Saksham , Kementsietsidis, Tasos , Baddepudi, Anirudh , Mao-Jones, Justin , Matias, Yossi , Sobhan Miryoosefi , Martens, James , Girgis, Antonious , Sitawarin, Chawin , Zadimoghaddam, Morteza , Axelrod, Vera , Denton, Matthew , Aviel Atias , Bijwadia, Shaan , Toor, Andeep , Wilson, Marc , Masoom, Hussain , Xu, Kelvin , Bailey, Eric , Nasr, Milad , Li, Nick , Xu, Qiantong , Waters, Nathan , J

in Coding / Reasoning

2025

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Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities

in Coding / Reasoning

2025

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Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities

in Coding / Reasoning

2025

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Paper

Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities

Zhu, Zhenkai,

Radhakrishnan, Prabakar,

Challagundla, Jeshwanth,

Khalifa, Amr,

Ji, Ziwei,

Akbulut, Canfer,

Piot, Bilal,

Sakenas, Vytenis,

Dotiwalla, Xerxes,

Malmi, Eric,

Sheng, XiangHai,

Liu, Canoee,

Listík, Vít,

Gladchenko, Evgeny,

Xu, Jun,

Parsa Mahmoudieh,

Borgeaud, Sebastian,

Shaw, Eleni,

Woodward, Josh,

Rojas-Esponda, Tania,

Liu, Jianqiao,

Zhang, Zhiying,

Bapna, Ankur,

Gao, Yi,

McKee, Kevin R,

Iqbal, Shariq,

Alon, Uri,

Fu, Justin,

Singh, Aayush,

Gopalakrishnan, Keerthana,

Deng, Yunxiao,

Gao, Xu,

Coriou, Vincent,

Ganeshan, Ramya,

Zhang, Richard,

Ding, Wen,

Shabat, Nir,

Powell, Tolly,

Markeeva, Larisa,

Axiotis, Kyriakos,

Munkhdalai, Tsendsuren,

Aslanides, John,

Alon, Dana,

Pramanik, Arijit,

Pang, Bo,

Liechty, Tyler,

Chadwick, Martin,

Bahargam, Sanaz,

Thakur, Saksham,

Kementsietsidis, Tasos,

Baddepudi, Anirudh,

Mao-Jones, Justin,

Matias, Yossi,

Sobhan Miryoosefi,

Martens, James,

Girgis, Antonious,

Sitawarin, Chawin,

Zadimoghaddam, Morteza,

Axelrod, Vera,

Denton, Matthew,

Aviel Atias,

Bijwadia, Shaan,

Toor, Andeep,

Wilson, Marc,

Masoom, Hussain,

Xu, Kelvin,

Bailey, Eric,

Nasr, Milad,

Li, Nick,

Xu, Qiantong,

Waters, Nathan,

2025

Overview

In this report, we introduce the Gemini 2.X model family: Gemini 2.5 Pro and Gemini 2.5 Flash, as well as our earlier Gemini 2.0 Flash and Flash-Lite models. Gemini 2.5 Pro is our most capable model yet, achieving SoTA performance on frontier coding and reasoning benchmarks. In addition to its incredible coding and reasoning skills, Gemini 2.5 Pro is a thinking model that excels at multimodal understanding and it is now able to process up to 3 hours of video content. Its unique combination of long context, multimodal and reasoning capabilities can be combined to unlock new agentic workflows. Gemini 2.5 Flash provides excellent reasoning abilities at a fraction of the compute and latency requirements and Gemini 2.0 Flash and Flash-Lite provide high performance at low latency and cost. Taken together, the Gemini 2.X model generation spans the full Pareto frontier of model capability vs cost, allowing users to explore the boundaries of what is possible with complex agentic problem solving.

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Publisher

Cornell University Library, arXiv.org

Subject

Coding

/ Reasoning