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gemini-report@google.com

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

Gemini Team Google
Abstract

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.

1 Introduction

We present our latest family of natively multimodal models with advanced reasoning through thinking, long context and tool-use capabilities: Gemini 2.5 Pro and 2.5 Flash and our earlier Gemini 2.0 Flash and Gemini 2.0 Flash-Lite models. Together these form a new family of highly-capable models representing our next generation of AI models, designed to power a new era of agentic systems. Building upon the foundation of the Gemini 1.5 series (Gemini Team, 2024), this Gemini 2.X generation brings us closer to the vision of a universal AI assistant (Hassabis, 2025).

The Gemini 2.X series are all built to be natively multimodal, supporting long context inputs of >1 million tokens and have native tool use support. This allows them to comprehend vast datasets and handle complex problems from different information sources, including text, audio, images, video and even entire code repositories. These extensive capabilities can also be combined to build complex agentic systems, as happened in the case of Gemini Plays Pokémon111Pokémon is a trademark of Nintendo Co., Ltd., Creatures Inc., and Game Freak Inc. (Zhang, 2025). Different models in the series have different strengths and capabilities: (1) Gemini 2.5 Pro is our most intelligent thinking model, exhibiting strong reasoning and code capabilities. It excels at producing interactive web applications, is capable of codebase-level understanding and also exhibits emergent multimodal coding abilities. (2) Gemini 2.5 Flash is our hybrid reasoning model with a controllable thinking budget, and is useful for most complex tasks while also controlling the tradeoff between quality, cost, and latency. (3) Gemini 2.0 Flash is our fast and cost-efficient non-thinking model for everyday tasks and (4) Gemini 2.0 Flash-Lite is our fastest and most cost-efficient model, built for at-scale usage. A full comparison of the models in the Gemini 2.X model family is provided in Table 1. Taken together, the Gemini 2.X family of models cover the whole Pareto frontier of model capability vs cost, shifting it forward across a large variety of core capabilities, applications and use-cases, see Figure 1.

Pro
Input modalities
Video, Audio
Video, Audio
Video, Audio
Video, Audio
Video, Audio
Video, Audio
Input length 1M 2M 1M 1M 1M 1M
Output modalities Text Text Text Text, Image* Text, Audio* Text, Audio*
Output length 8K 8K 8K 8K 64K 64K
Thinking No No No Yes* Dynamic Dynamic
Supports tool use? No No No Yes Yes Yes
Knowledge cutoff November 2023 November 2023 June 2024 June 2024 January 2025 January 2025
Table 1: Comparison of Gemini 2.X model family with Gemini 1.5 Pro and Flash. Tool use refers to the ability of the model to recognize and execute function calls (e.g., to perform web search, complete a math problem, execute code). *currently limited to Experimental or Preview, see Section LABEL:sub:path_to_2p5. Information accurate as of publication date.

The Gemini 2.5 family of models maintain robust safety metrics while improving dramatically on helpfulness and general tone compared to their 2.0 and 1.5 counterparts. In practice, this means that the 2.5 models are substantially better at providing safe responses without interfering with important use cases or lecturing end users. We also evaluated Gemini 2.5 Pro’s Critical Capabilities, including CBRN, cybersecurity, machine learning R&D, and deceptive alignment. While Gemini 2.5 Pro showed a significant increase in some capabilities compared to previous Gemini models, it did not reach any of the Critical Capability Levels in any area.

Our report is structured as follows: we begin by briefly describing advances we have made in model architecture, training and serving since the release of the Gemini 1.5 model. We then showcase the performance of the Gemini 2.5 models, including qualitative demonstrations of its abilities. We conclude by discussing the safety evaluations and implications of this model series.

Refer to caption
Figure 1: Cost-performance plot. Gemini 2.5 Pro is a marked improvement over Gemini 1.5 Pro, and has an LMArena score that is over 120 points higher than Gemini 1.5 Pro. Cost is a weighted average of input and output tokens pricing per million tokens. Source: LMArena, imported on 2025-06-16.
Refer to caption
Figure 2: Number of output tokens generated per second (after the first chunk has been received from the API) for different models. Source: ArtificialAnalysis.ai, imported on 2025-06-15.

2 Model Architecture, Training and Dataset

3 Quantitative evaluation

4 Example use cases of Gemini 2.5 Pro

5 Discussion

In this report we have introduced the Gemini 2.X model family: Gemini 2.5 Pro, Gemini 2.5 Flash, Gemini 2.0 Flash and Gemini 2.0 Flash-Lite. Taken together, these models span the full Pareto frontier of model capability vs cost, and Gemini 2.5 Pro is the most capable model we have ever developed. Gemini 2.5 Pro excels across a wide range of capabilities, and represents a step change in performance relative to Gemini 1.5 Pro. Its coding, math and reasoning performance are particularly notable and Gemini 2.5 Pro obtains extremely competitive scores on the Aider Polyglot evaluation, GPQA (diamond) and Humanity’s Last Exam.

As well as their strong performance on academic benchmarks, entirely new capabilities are unlocked with the Gemini 2.5 models. Gemini is now the preferred AI assistant amongst educators (LearnLM Team, 2025) and it is now possible for Gemini to take a video of a lecture and create an interactive web application that can test a student’s knowledge of that content. Finally, the Gemini 2.5 models enable exciting new agentic workflows, and have started to power numerous Google products already (Pichai, 2025).

In addition to being highly performant, the Gemini 2.5 models maintain strong safety standards and, compared to their 1.5 counterparts, are much more helpful. They are less likely to refuse to answer important user queries or respond with an overly sanctimonious tone. Gemini 2.5 exhibited notable increases in Critical Capabilities, including cybersecurity and machine learning R&D. However, the model has not crossed any Critical Capability Levels.

Reflecting on the path to Gemini 2.5, the staggering performance improvement attained over the space of just one year points to a new challenge in AI research: namely that the development of novel and sufficiently challenging evaluation benchmarks has struggled to keep pace with model capability improvements, especially with the advent of capable reasoning agents. Over the space of just a year, Gemini Pro’s performance has gone up  5x on Aider Polyglot and  2x on SWE-bench verified (one of the most popular and challenging agentic benchmarks). Not only are benchmarks saturating quickly, but every new benchmark that gets created can end up being more expensive and take longer to create than its predecessor, due to the more restricted pool of experts able to create it. Experts were paid up to $5000 for each question that was accepted to the Humanity’s Last Exam benchmark (Phan et al., 2025), and while this benchmark still has significant headroom at the time of writing (June 2025), performance on it has improved significantly over the space of a few months (with the best models achieving just a few percent accuracy on it when it was initially published in early 2025). When one considers agentic systems, which are able to tackle problems for longer and which have access to tools and self critique, the complexity of benchmarks required to measure performance also increases dramatically. Being able to scale evaluations in both their capability coverage and their difficulty, while also representing tasks that have economic value, will be the key to unlocking the next generation of AI systems.

References

  • Anil et al. (2018) R. Anil, G. Pereyra, A. Passos, R. Ormandi, G. E. Dahl, and G. E. Hinton. Large scale distributed neural network training through online distillation, 2018. URL https://arxiv.org/abs/1804.03235.
  • Anil et al. (2023) R. Anil, A. M. Dai, O. Firat, M. Johnson, D. Lepikhin, et al. PaLM 2 technical report, 2023. URL https://arxiv.org/abs/2305.10403.
  • Anthropic (2025) Anthropic. Claude’s extended thinking, 2025. URL https://www.anthropic.com/research/visible-extended-thinking.
  • Baddepudi et al. (2025) A. Baddepudi, A. Yang, and M. Lučić. Advancing the frontier of video understanding with Gemini 2.5, 2025. URL https://developers.googleblog.com/en/gemini-2-5-video-understanding/.
  • Bai et al. (2022) Y. Bai, S. Kadavath, S. Kundu, A. Askell, J. Kernion, et al. Constitutional ai: Harmlessness from ai feedback, 2022. URL https://arxiv.org/abs/2212.08073.
  • Balunović et al. (2025) M. Balunović, J. Dekoninck, I. Petrov, N. Jovanović, and M. Vechev. Matharena: Evaluating llms on uncontaminated math competitions, 2025. URL https://arxiv.org/abs/2505.23281.
  • Barham et al. (2022) P. Barham, A. Chowdhery, J. Dean, S. Ghemawat, S. Hand, D. Hurt, M. Isard, H. Lim, R. Pang, S. Roy, et al. Pathways: Asynchronous distributed dataflow for ml. Proceedings of Machine Learning and Systems, 4:430–449, 2022. URL https://proceedings.mlr.press/v162/barham22a.html.
  • Beutel et al. (2024) A. Beutel, K. Xiao, J. Heidecke, and L. Weng. Diverse and effective red teaming with auto-generated rewards and multi-step reinforcement learning, 2024. URL https://arxiv.org/abs/2412.18693.
  • Biderman et al. (2023) S. Biderman, H. Schoelkopf, Q. G. Anthony, H. Bradley, K. O’Brien, et al. Pythia: A suite for analyzing large language models across training and scaling. In Proceedings of the 40th International Conference on Machine Learning, 2023. URL https://proceedings.mlr.press/v202/biderman23a.html.
  • Carlini et al. (2022) N. Carlini, D. Ippolito, M. Jagielski, K. Lee, F. Tramer, and C. Zhang. Quantifying memorization across neural language models. In 2022 IEEE Symposium on Security and Privacy (SP), pages 1113–1130, 2022. URL https://arxiv.org/abs/2202.07646.
  • Chiang et al. (2024) W.-L. Chiang, L. Zheng, Y. Sheng, A. N. Angelopoulos, T. Li, D. Li, B. Zhu, H. Zhang, M. Jordan, J. E. Gonzalez, et al. Chatbot arena: An open platform for evaluating llms by human preference. In Forty-first International Conference on Machine Learning, 2024. URL https://arxiv.org/abs/2306.05685.
  • Chowdhery et al. (2022) A. Chowdhery, S. Narang, J. Devlin, M. Bosma, G. Mishra, A. Roberts, P. Barham, H. W. Chung, C. Sutton, S. Gehrmann, et al. PaLM: Scaling language modeling with pathways. arXiv preprint arXiv:2204.02311, 2022. URL https://arxiv.org/abs/2204.02311.
  • Chowdhury et al. (2024) N. Chowdhury, J. Aung, C. J. Shern, O. Jaffe, D. Sherburn, G. Starace, E. Mays, R. Dias, M. Aljubeh, M. Glaese, C. E. Jimenez, J. Yang, L. Ho, T. Patwardhan, K. Liu, and A. Madry. Introducing SWE-bench verified, 2024. URL https://openai.com/index/introducing-swe-bench-verified/.
  • Clark et al. (2022) A. Clark, D. de las Casas, A. Guy, A. Mensch, M. Paganini, J. Hoffmann, B. Damoc, B. Hechtman, T. Cai, S. Borgeaud, G. van den Driessche, E. Rutherford, T. Hennigan, M. Johnson, K. Millican, A. Cassirer, C. Jones, E. Buchatskaya, D. Budden, L. Sifre, S. Osindero, O. Vinyals, J. Rae, E. Elsen, K. Kavukcuoglu, and K. Simonyan. Unified scaling laws for routed language models, 2022. URL "https://arxiv.org/abs/2202.01169".
  • CodeGemma Team et al. (2024) CodeGemma Team, H. Zhao, J. Hui, J. Howland, N. Nguyen, S. Zuo, A. Hu, C. A. Choquette-Choo, J. Shen, J. Kelley, K. Bansal, L. Vilnis, M. Wirth, P. Michel, P. Choy, P. Joshi, R. Kumar, S. Hashmi, S. Agrawal, Z. Gong, J. Fine, T. Warkentin, A. J. Hartman, B. Ni, K. Korevec, K. Schaefer, and S. Huffman. CodeGemma: Open Code Models Based on Gemma, 2024. URL https://arxiv.org/abs/2406.11409.
  • Conneau et al. (2023) A. Conneau, M. Ma, S. Khanuja, Y. Zhang, V. Axelrod, S. Dalmia, J. Riesa, C. Rivera, and A. Bapna. Fleurs: Few-shot learning evaluation of universal representations of speech. In 2022 IEEE Spoken Language Technology Workshop (SLT), pages 798–805. IEEE, 2023.
  • Dehghani et al. (2023) M. Dehghani, J. Djolonga, B. Mustafa, P. Padlewski, J. Heek, J. Gilmer, A. P. Steiner, M. Caron, R. Geirhos, I. Alabdulmohsin, et al. Scaling vision transformers to 22 billion parameters. In International Conference on Machine Learning, pages 7480–7512. PMLR, 2023. URL https://proceedings.mlr.press/v202/dehghani23a/dehghani23a.pdf.
  • Doshi (2025a) T. Doshi. Build rich, interactive web apps with an updated Gemini 2.5 Pro, 2025a. URL https://blog.google/products/gemini/gemini-2-5-pro-updates/.
  • Doshi (2025b) T. Doshi. Gemini 2.5: Our most intelligent models are getting even better, 2025b. URL https://blog.google/technology/google-deepmind/google-gemini-updates-io-2025/.
  • Du et al. (2021) N. Du, Y. Huang, A. M. Dai, S. Tong, D. Lepikhin, Y. Xu, M. Krikun, Y. Zhou, A. W. Yu, O. Firat, et al. GLaM: Efficient scaling of language models with mixture-of-experts. arXiv preprint arXiv:2112.06905, 2021. URL https://arxiv.org/abs/2112.06905.
  • Fedus et al. (2021) W. Fedus, B. Zoph, and N. Shazeer. Switch transformers: Scaling to trillion parameter models with simple and efficient sparsity. arXiv preprint arXiv:2101.03961, 2021. URL https://arxiv.org/abs/2101.03961.
  • Fu et al. (2025) C. Fu, Y. Dai, Y. Luo, L. Li, S. Ren, R. Zhang, Z. Wang, C. Zhou, Y. Shen, M. Zhang, et al. Video-mme: The first-ever comprehensive evaluation benchmark of multi-modal llms in video analysis. In Proceedings of the Computer Vision and Pattern Recognition Conference, pages 24108–24118, 2025. URL https://openaccess.thecvf.com/content/CVPR2024/html/Fu_Video-MME_The_First-Ever_Comprehensive_Evaluation_Benchmark_of_Multi-Modal_LLMs_in_CVPR_2024_paper.html.
  • Gauthier (2025) P. Gauthier. Aider Polyglot Coding Leaderboard, 2025. URL https://aider.chat/docs/leaderboards/.
  • Gemini Team (2024) Gemini Team. Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context. arXiv preprint arXiv:2403.05530, 2024. URL https://arxiv.org/abs/2403.05530.
  • Gemini Team, Google (2024) Gemini Team, Google. Gemini Deep Research, 2024. URL https://gemini.google/overview/deep-research/.
  • Gemma Team (2024) Gemma Team. Gemma: Open Models Based on Gemini Research and Technology, 2024. URL https://arxiv.org/abs/2403.08295.
  • Goldman et al. (2025) O. Goldman, U. Shaham, D. Malkin, S. Eiger, A. Hassidim, Y. Matias, J. Maynez, A. M. Gilady, J. Riesa, S. Rijhwani, L. Rimell, I. Szpektor, R. Tsarfaty, and M. Eyal. Eclektic: a novel challenge set for evaluation of cross-lingual knowledge transfer, 2025. URL https://arxiv.org/abs/2502.21228.
  • Google DeepMind (2025a) Google DeepMind. Frontier safety framework, February 2025a. URL https://deepmind.google/discover/governance/frontier-safety-framework/.
  • Google DeepMind (2025b) Google DeepMind. Gemini 2.0 Flash-Lite, 2025b. URL https://deepmind.google/models/gemini/flash-lite/.
  • Grattafiori et al. (2024) A. Grattafiori, A. Dubey, A. Jauhri, A. Pandey, A. Kadian, et al. The Llama 3 Herd of Models, 2024. URL https://arxiv.org/abs/2407.21783.
  • Hassabis (2025) D. Hassabis. Our vision for building a universal AI assistant, 2025. URL https://blog.google/technology/google-deepmind/gemini-universal-ai-assistant/.
  • Hinton et al. (2015) G. Hinton, O. Vinyals, and J. Dean. Distilling the knowledge in a neural network, 2015. URL https://arxiv.org/abs/1503.02531.
  • Hu et al. (2025) K. Hu, P. Wu, F. Pu, W. Xiao, Y. Zhang, X. Yue, B. Li, and Z. Liu. Video-mmmu: Evaluating knowledge acquisition from multi-discipline professional videos, 2025. URL https://arxiv.org/abs/2501.13826.
  • Hughes et al. (2023) S. Hughes, M. Bae, and M. Li. Vectara Hallucination Leaderboard, nov 2023. URL https://github.com/vectara/hallucination-leaderboard.
  • Ippolito et al. (2022) D. Ippolito, F. Tramer, M. Nasr, C. Zhang, M. Jagielski, K. Lee, C. A. Choquette-Choo, and N. Carlini. Preventing verbatim memorization in language models gives a false sense of privacy, 2022. URL https://arxiv.org/abs/2210.17546.
  • Jacovi et al. (2024) A. Jacovi, A. Wang, C. Alberti, C. Tao, J. Lipovetz, K. Olszewska, L. Haas, M. Liu, N. Keating, A. Bloniarz, C. Saroufim, C. Fry, D. Marcus, D. Kukliansky, G. S. Tomar, J. Swirhun, J. Xing, L. Wang, M. Gurumurthy, M. Aaron, M. Ambar, R. Fellinger, R. Wang, R. Sims, Z. Zhang, S. Goldshtein, and D. Das. Facts grounding leaderboard. https://www.kaggle.com/benchmarks/google/facts-grounding, 2024. Google Deepmind, Google Research, Google Cloud, Kaggle.
  • Jacovi et al. (2025) A. Jacovi, A. Wang, C. Alberti, C. Tao, J. Lipovetz, K. Olszewska, L. Haas, M. Liu, N. Keating, A. Bloniarz, et al. The facts grounding leaderboard: Benchmarking llms’ ability to ground responses to long-form input. arXiv preprint arXiv:2501.03200, 2025. URL https://arxiv.org/abs/2501.03200.
  • Jain et al. (2024) N. Jain, K. Han, A. Gu, W.-D. Li, F. Yan, T. Zhang, S. Wang, A. Solar-Lezama, K. Sen, and I. Stoica. Livecodebench: Holistic and contamination free evaluation of large language models for code, 2024. URL https://arxiv.org/abs/2403.07974.
  • Jiang et al. (2024) A. Q. Jiang, A. Sablayrolles, A. Roux, A. Mensch, B. Savary, C. Bamford, D. S. Chaplot, D. d. l. Casas, E. B. Hanna, F. Bressand, et al. Mixtral of experts. arXiv preprint arXiv:2401.04088, 2024. URL https://arxiv.org/abs/2401.04088.
  • Jimenez et al. (2024) C. E. Jimenez, J. Yang, A. Wettig, S. Yao, K. Pei, O. Press, and K. R. Narasimhan. SWE-bench: Can language models resolve real-world github issues? In The Twelfth International Conference on Learning Representations, 2024. URL https://openreview.net/forum?id=VTF8yNQM66.
  • Kampf and Brichtova (2025) K. Kampf and N. Brichtova. Experiment with Gemini 2.0 Flash native image generation, 2025. URL https://developers.googleblog.com/en/experiment-with-gemini-20-flash-native-image-generation/.
  • Kavukcuoglu (2025) K. Kavukcuoglu. Gemini 2.0 is now available to everyone, 2025. URL https://blog.google/technology/google-deepmind/gemini-model-updates-february-2025.
  • Kilpatrick (2025) L. Kilpatrick. Gemini 2.5 Pro Preview: even better coding performance, 2025. URL https://developers.googleblog.com/en/gemini-2-5-pro-io-improved-coding-performance.
  • Kudugunta et al. (2023) S. Kudugunta, I. Caswell, B. Zhang, X. Garcia, C. A. Choquette-Choo, K. Lee, D. Xin, A. Kusupati, R. Stella, A. Bapna, and O. Firat. MADLAD-400: A Multilingual And Document-Level Large Audited Dataset, 2023. URL https://arxiv.org/abs/2309.04662.
  • Laurent et al. (2024) J. M. Laurent, J. D. Janizek, M. Ruzo, M. M. Hinks, M. J. Hammerling, S. Narayanan, et al. LAB-Bench: Measuring capabilities of language models for biology research, 2024. URL https://arxiv.org/abs/2407.10362.
  • LearnLM Team (2025) LearnLM Team. Evaluating Gemini in an Arena for Learning, 2025. URL https://goo.gle/LearnLM-May25.
  • Lee et al. (2024) J. Lee, A. Chen, Z. Dai, D. Dua, D. S. Sachan, M. Boratko, Y. Luan, S. M. Arnold, V. Perot, S. Dalmia, et al. Can long-context language models subsume retrieval, rag, sql, and more? arXiv preprint arXiv:2406.13121, 2024. URL https://arxiv.org/abs/2406.13121.
  • Lei et al. (2021) J. Lei, T. L. Berg, and M. Bansal. Detecting moments and highlights in videos via natural language queries. Advances in Neural Information Processing Systems, 34:11846–11858, 2021.
  • Lepikhin et al. (2020) D. Lepikhin, H. Lee, Y. Xu, D. Chen, O. Firat, Y. Huang, M. Krikun, N. Shazeer, and Z. Chen. GShard: Scaling giant models with conditional computation and automatic sharding. In International Conference on Learning Representations, 2020. URL https://openreview.net/forum?id=qrwe7XHTmYb.
  • Li et al. (2024) N. Li, A. Pan, A. Gopal, S. Yue, D. Berrios, A. Gatti, et al. The WMDP benchmark: Measuring and reducing malicious use with unlearning, 2024. URL https://arxiv.org/abs/2403.03218.
  • Liu et al. (2020) L. Liu, X. Liu, J. Gao, W. Chen, and J. Han. Understanding the difficulty of training transformers. arXiv preprint arXiv:2004.08249, 2020. URL https://arxiv.org/abs/2004.08249.
  • LMArena Team (2025) LMArena Team. Webdev arena, 2025. URL https://web.lmarena.ai/leaderboard.
  • Mallick and Kilpatrick (2025) S. B. Mallick and L. Kilpatrick. Gemini 2.0: Flash, Flash-Lite and Pro, 2025. URL https://developers.googleblog.com/en/gemini-2-family-expands/.
  • Mehrotra et al. (2024) A. Mehrotra, M. Zampetakis, P. Kassianik, B. Nelson, H. Anderson, Y. Singer, and A. Karbasi. Tree of attacks: Jailbreaking black-box llms automatically, 2024. URL https://arxiv.org/abs/2312.02119.
  • Molybog et al. (2023) I. Molybog, P. Albert, M. Chen, Z. DeVito, D. Esiobu, N. Goyal, P. Koura, S. Narang, A. Poulton, R. Silva, et al. A theory on adam instability in large-scale machine learning. arXiv preprint arXiv:2304.09871, 2023. URL https://arxiv.org/abs/2304.09871.
  • Nagrani et al. (2025a) A. Nagrani, S. Menon, A. Iscen, S. Buch, R. Mehran, N. Jha, A. Hauth, Y. Zhu, C. Vondrick, M. Sirotenko, C. Schmid, and T. Weyand. Minerva: Evaluating complex video reasoning, 2025a. URL https://arxiv.org/abs/2505.00681.
  • Nagrani et al. (2025b) A. Nagrani, M. Zhang, R. Mehran, R. Hornung, N. B. Gundavarapu, N. Jha, A. Myers, X. Zhou, B. Gong, C. Schmid, M. Sirotenko, Y. Zhu, and T. Weyand. Neptune: The long orbit to benchmarking long video understanding, 2025b. URL https://arxiv.org/abs/2412.09582.
  • Nasr et al. (2023) M. Nasr, N. Carlini, J. Hayase, M. Jagielski, A. F. Cooper, D. Ippolito, C. A. Choquette-Choo, E. Wallace, F. Tramèr, and K. Lee. Scalable extraction of training data from (production) language models, 2023. URL https://arxiv.org/abs/2311.17035.
  • Padlewski et al. (2024) P. Padlewski, M. Bain, M. Henderson, Z. Zhu, N. Relan, H. Pham, D. Ong, K. Aleksiev, A. Ormazabal, S. Phua, E. Yeo, E. Lamprecht, Q. Liu, Y. Wang, E. Chen, D. Fu, L. Li, C. Zheng, C. de Masson d’Autume, D. Yogatama, M. Artetxe, and Y. Tay. Vibe-eval: A hard evaluation suite for measuring progress of multimodal language models, 2024. URL https://arxiv.org/abs/2405.02287.
  • Pappu et al. (2024) A. Pappu, B. Porter, I. Shumailov, and J. Hayes. Measuring memorization in RLHF for code completion. arXiv preprint arXiv:2406.11715, 2024. URL https://arxiv.org/abs/2406.11715.
  • Patraucean et al. (2023) V. Patraucean, L. Smaira, A. Gupta, A. Recasens, L. Markeeva, D. Banarse, S. Koppula, M. Malinowski, Y. Yang, C. Doersch, et al. Perception test: A diagnostic benchmark for multimodal video models. Advances in Neural Information Processing Systems, 36:42748–42761, 2023.
  • Perez et al. (2022) E. Perez, S. Huang, F. Song, T. Cai, R. Ring, J. Aslanides, A. Glaese, N. McAleese, and G. Irving. Red teaming language models with language models, 2022. URL https://arxiv.org/abs/2202.03286.
  • Phan et al. (2025) L. Phan et al. Humanity’s last exam, 2025. URL https://arxiv.org/abs/2501.14249.
  • Phuong et al. (2024) M. Phuong, M. Aitchison, E. Catt, S. Cogan, A. Kaskasoli, V. Krakovna, D. Lindner, M. Rahtz, Y. Assael, S. Hodkinson, et al. Evaluating frontier models for dangerous capabilities, 2024. URL https://arxiv.org/abs/2403.13793.
  • Phuong et al. (2025) M. Phuong, R. S. Zimmermann, Z. Wang, D. Lindner, V. Krakovna, S. Cogan, A. Dafoe, L. Ho, and R. Shah. Evaluating frontier models for stealth and situational awareness, 2025. URL https://arxiv.org/abs/2505.01420.
  • Pichai (2025) S. Pichai. Google I/O 2025: From research to reality, 2025. URL https://blog.google/technology/ai/io-2025-keynote/.
  • Plizzari et al. (2025) C. Plizzari, A. Tonioni, Y. Xian, A. Kulshrestha, and F. Tombari. Omnia de egotempo: Benchmarking temporal understanding of multi-modal llms in egocentric videos. In Proceedings of the Computer Vision and Pattern Recognition Conference, pages 24129–24138, 2025.
  • Rein et al. (2024) D. Rein, B. L. Hou, A. C. Stickland, J. Petty, R. Y. Pang, J. Dirani, J. Michael, and S. R. Bowman. Gqqa: A graduate-level google-proof q&a benchmark. In First Conference on Language Modeling, 2024.
  • Riquelme et al. (2021) C. Riquelme, J. Puigcerver, B. Mustafa, M. Neumann, R. Jenatton, A. S. Pinto, D. Keysers, and N. Houlsby. Scaling vision with sparse mixture of experts, 2021. URL https://arxiv.org/abs/2106.05974.
  • Roberts et al. (2025) J. Roberts, M. R. Taesiri, A. Sharma, A. Gupta, S. Roberts, I. Croitoru, S.-V. Bogolin, J. Tang, F. Langer, V. Raina, et al. ZeroBench: An impossible visual benchmark for contemporary large multimodal models. arXiv preprint arXiv:2502.09696, 2025.
  • Rodriguez et al. (2025) M. Rodriguez, R. A. Popa, L. Liang, A. Wang, M. Rahtz, A. Kaskasoli, A. Dafoe, and F. Flynn. A framework for evaluating emerging cyberattack capabilities of AI, 2025. URL https://arxiv.org/abs/2503.11917.
  • Roller et al. (2021) S. Roller, S. Sukhbaatar, J. Weston, et al. Hash layers for large sparse models. Advances in Neural Information Processing Systems, 34:17555–17566, 2021. URL https://proceedings.neurips.cc/paper/2021/file/883e881bc596359e0c5112411858a74b-Paper.pdf.
  • Samvelyan et al. (2024) M. Samvelyan, S. C. Raparthy, A. Lupu, E. Hambro, A. H. Markosyan, M. Bhatt, Y. Mao, M. Jiang, J. Parker-Holder, J. Foerster, T. Rocktäschel, and R. Raileanu. Rainbow teaming: Open-ended generation of diverse adversarial prompts, 2024. URL https://arxiv.org/abs/2402.16822.
  • Shah et al. (2025) R. Shah, A. Irpan, A. M. Turner, A. Wang, A. Conmy, D. Lindner, J. Brown-Cohen, L. Ho, N. Nanda, R. A. Popa, R. Jain, R. Greig, S. Albanie, S. Emmons, S. Farquhar, S. Krier, S. Rajamanoharan, S. Bridgers, T. Ijitoye, T. Everitt, V. Krakovna, V. Varma, V. Mikulik, Z. Kenton, D. Orr, S. Legg, N. Goodman, A. Dafoe, F. Flynn, and A. Dragan. An approach to technical agi safety and security, 2025. URL https://arxiv.org/abs/2504.01849.
  • Sharon (2025) D. Sharon. Upload and edit your images directly in the Gemini app, 2025. URL https://blog.google/products/gemini/image-editing/.
  • Shazeer et al. (2017) N. Shazeer, A. Mirhoseini, K. Maziarz, A. Davis, Q. Le, G. Hinton, and J. Dean. Outrageously large neural networks: The sparsely-gated mixture-of-experts layer. In ICLR (Poster). OpenReview.net, 2017. URL https://arxiv.org/abs/1701.06538.
  • Shi et al. (2025) C. Shi, S. Lin, S. Song, J. Hayes, I. Shumailov, I. Yona, J. Pluto, A. Pappu, C. A. Choquette-Choo, M. Nasr, C. Sitawarin, G. Gibson, A. Terzis, and J. F. Flynn. Lessons from defending gemini against indirect prompt injections, 2025. URL https://arxiv.org/abs/2505.14534.
  • Singh et al. (2024) S. Singh, A. Romanou, C. Fourrier, D. I. Adelani, J. G. Ngui, D. Vila-Suero, P. Limkonchotiwat, K. Marchisio, W. Q. Leong, Y. Susanto, R. Ng, S. Longpre, W.-Y. Ko, M. Smith, A. Bosselut, A. Oh, A. F. T. Martins, L. Choshen, D. Ippolito, E. Ferrante, M. Fadaee, B. Ermis, and S. Hooker. Global mmlu: Understanding and addressing cultural and linguistic biases in multilingual evaluation, 2024. URL https://arxiv.org/abs/2412.03304.
  • Stein (2025) R. Stein. Expanding AI Overviews and introducing AI Mode, 2025. URL https://blog.google/products/search/ai-mode-search.
  • Tolstikhin et al. (2021) I. Tolstikhin, N. Houlsby, A. Kolesnikov, L. Beyer, X. Zhai, T. Unterthiner, J. Yung, A. Steiner, D. Keysers, J. Uszkoreit, M. Lucic, and A. Dosovitskiy. Mlp-mixer: An all-mlp architecture for vision, 2021.
  • Vaswani et al. (2017) A. Vaswani, N. Shazeer, N. Parmar, J. Uszkoreit, L. Jones, A. N. Gomez, L. u. Kaiser, and I. Polosukhin. Attention is all you need. In I. Guyon, U. V. Luxburg, S. Bengio, H. Wallach, R. Fergus, S. Vishwanathan, and R. Garnett, editors, Advances in Neural Information Processing Systems, volume 30. Curran Associates, Inc., 2017. URL https://proceedings.neurips.cc/paper_files/paper/2017/file/3f5ee243547dee91fbd053c1c4a845aa-Paper.pdf.
  • Vodrahalli et al. (2024) K. Vodrahalli, S. Ontanon, N. Tripuraneni, K. Xu, S. Jain, R. Shivanna, J. Hui, N. Dikkala, M. Kazemi, B. Fatemi, et al. Michelangelo: Long context evaluations beyond haystacks via latent structure queries. arXiv preprint arXiv:2409.12640, 2024. URL https://arxiv.org/abs/2409.12640.
  • Wang (2024) B. Wang. NotebookLM now lets you listen to a conversation about your sources , 2024. URL https://blog.google/technology/ai/notebooklm-audio-overviews.
  • Wang et al. (2020) C. Wang, A. Wu, and J. Pino. Covost 2: A massively multilingual speech-to-text translation corpus, 2020.
  • Wang et al. (2024) W. Wang, Z. He, W. Hong, Y. Cheng, X. Zhang, J. Qi, X. Gu, S. Huang, B. Xu, Y. Dong, M. Ding, and J. Tang. Lvbench: An extreme long video understanding benchmark, 2024. URL https://arxiv.org/abs/2406.08035.
  • Wang et al. (2019) X. Wang, J. Wu, J. Chen, L. Li, Y.-F. Wang, and W. Y. Wang. Vatex: A large-scale, high-quality multilingual dataset for video-and-language research. In Proceedings of the IEEE/CVF international conference on computer vision, pages 4581–4591, 2019.
  • Wei et al. (2024) J. Wei, K. Nguyen, H. W. Chung, Y. J. Jiao, S. Papay, A. Glaese, J. Schulman, and W. Fedus. Measuring short-form factuality in large language models. arXiv preprint arXiv:2411.04368, 2024. URL https://arxiv.org/abs/2411.04368.
  • Weidinger et al. (2024) L. Weidinger, J. Barnhart, J. Brennan, C. Butterfield, S. Young, W. Hawkins, et al. Holistic safety and responsibility evaluations of advanced ai models, 2024. URL https://arxiv.org/abs/2404.14068.
  • Wijk et al. (2025) H. Wijk, T. Lin, J. Becker, S. Jawhar, N. Parikh, T. Broadley, L. Chan, M. Chen, J. Clymer, J. Dhyani, et al. RE-Bench: Evaluating frontier ai r&d capabilities of language model agents against human experts, 2025. URL https://arxiv.org/abs/2411.15114.
  • Wortsman et al. (2023) M. Wortsman, P. J. Liu, L. Xiao, K. Everett, A. Alemi, B. Adlam, J. D. Co-Reyes, I. Gur, A. Kumar, R. Novak, et al. Small-scale proxies for large-scale transformer training instabilities. arXiv preprint arXiv:2309.14322, 2023. URL https://arxiv.org/abs/2309.14322.
  • Yang et al. (2023) J. Yang, A. Prabhakar, K. Narasimhan, and S. Yao. Intercode: Standardizing and benchmarking interactive coding with execution feedback, 2023. URL https://arxiv.org/abs/2306.14898.
  • Yu et al. (2019) Z. Yu, D. Xu, J. Yu, T. Yu, Z. Zhao, Y. Zhuang, and D. Tao. ActivityNet-QA: A dataset for understanding complex web videos via question answering. In AAAI, 2019.
  • Yue et al. (2024) X. Yue, Y. Ni, K. Zhang, T. Zheng, R. Liu, G. Zhang, S. Stevens, D. Jiang, W. Ren, Y. Sun, et al. Mmmu: A massive multi-discipline multimodal understanding and reasoning benchmark for expert agi. In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pages 9556–9567, 2024.
  • Zerokid (2024) Zerokid. Pokemon Red Version - Guide and Walkthrough (GB), 2024. URL {https://gamefaqs.gamespot.com/gameboy/367023-Pokémon-red-version/faqs/64175}.
  • Zhai et al. (2023) S. Zhai, T. Likhomanenko, E. Littwin, D. Busbridge, J. Ramapuram, Y. Zhang, J. Gu, and J. M. Susskind. Stabilizing transformer training by preventing attention entropy collapse. In International Conference on Machine Learning, pages 40770–40803. PMLR, 2023. URL https://proceedings.mlr.press/v202/zhai23a/zhai23a.pdf.
  • Zhang (2025) J. Zhang. Gemini Plays Pokemon Twitch Stream, 2025. URL https://www.twitch.tv/gemini_plays_pokemon/about.
  • Zhang et al. (2022) S. Zhang, S. Roller, N. Goyal, M. Artetxe, M. Chen, S. Chen, C. Dewan, M. Diab, X. Li, X. V. Lin, et al. Opt: Open pre-trained transformer language models. arXiv preprint arXiv:2205.01068, 2022. URL https://arxiv.org/abs/2205.01068.
  • Zhou et al. (2018) L. Zhou, C. Xu, and J. J. Corso. Towards automatic learning of procedures from web instructional videos. In AAAI Conference on Artificial Intelligence, pages 7590–7598, 2018. URL https://www.aaai.org/ocs/index.php/AAAI/AAAI18/paper/view/17344.

6 Contributors and Acknowledgments

Contributors

Gheorghe Comanici Eric Bieber Mike Schaekermann Ice Pasupat Noveen Sachdeva Inderjit Dhillon Marcel Blistein Ori Ram Dan Zhang Evan Rosen Luke Marris Sam Petulla Colin Gaffney Asaf Aharoni Nathan Lintz Tiago Cardal Pais Henrik Jacobsson Idan Szpektor Nan-Jiang Jiang Krishna Haridasan Ahmed Omran Nikunj Saunshi Dara Bahri Gaurav Mishra Eric Chu Toby Boyd Brad Hekman Aaron Parisi Chaoyi Zhang Kornraphop Kawintiranon Tania Bedrax-Weiss Oliver Wang Ya Xu Ollie Purkiss Uri Mendlovic Ilaï Deutel Nam Nguyen Adam Langley Flip Korn Lucia Rossazza Alexandre Ramé Sagar Waghmare Helen Miller Nathan Byrd Ashrith Sheshan Raia Hadsell Sangnie Bhardwaj Pawel Janus Tero Rissa Dan Horgan Sharon Silver Ayzaan Wahid Sergey Brin Yves Raimond Klemen Kloboves Cindy Wang Nitesh Bharadwaj Gundavarapu Ilia Shumailov Bo Wang Mantas Pajarskas Joe Heyward Martin Nikoltchev Maciej Kula Hao Zhou Zachary Garrett Sushant Kafle Sercan Arik Ankita Goel Mingyao Yang Jiho Park Koji Kojima Parsa Mahmoudieh Koray Kavukcuoglu Grace Chen Doug Fritz Anton Bulyenov Sudeshna Roy Dimitris Paparas Hadar Shemtov Bo-Juen Chen Robin Strudel David Reitter Aurko Roy Andrey Vlasov Changwan Ryu Chas Leichner Haichuan Yang Zelda Mariet Denis Vnukov Tim Sohn Amy Stuart Wei Liang Minmin Chen Praynaa Rawlani Christy Koh JD Co-Reyes Guangda Lai Praseem Banzal Dimitrios Vytiniotis Jieru Mei Mu Cai Mohammed Badawi Corey Fry Ale Hartman Daniel Zheng Eric Jia James Keeling Annie Louis Ying Chen Efren Robles Wei-Chih Hung Howard Zhou Nikita Saxena Sonam Goenka Olivia Ma Zach Fisher Mor Hazan Taege Emily Graves David Steiner Yujia Li Sarah Nguyen Rahul Sukthankar Joe Stanton Ali Eslami Gloria Shen Berkin Akin Alexey Guseynov Yiqian Zhou Jean-Baptiste Alayrac Armand Joulin Efrat Farkash Ashish Thapliyal Stephen Roller Noam Shazeer Todor Davchev Terry Koo Hannah Forbes-Pollard Kartik Audhkhasi Greg Farquhar Adi Mayrav Gilady Maggie Song John Aslanides Piermaria Mendolicchio Alicia Parrish John Blitzer Pramod Gupta Xiaoen Ju Xiaochen Yang Puranjay Datta Andrea Tacchetti Sanket Vaibhav Mehta Gregory Dibb Shubham Gupta Federico Piccinini Raia Hadsell Sujee Rajayogam Jiepu Jiang Patrick Griffin Patrik Sundberg Jamie Hayes Alexey Frolov Tian Xie Adam Zhang Kingshuk Dasgupta Uday Kalra Lior Shani Klaus Macherey Tzu-Kuo Huang Liam MacDermed Karthik Duddu Paulo Zacchello Zi Yang Jessica Lo Kai Hui Matej Kastelic Derek Gasaway Qijun Tan Summer Yue Pablo Barrio John Wieting Weel Yang Andrew Nystrom Solomon Demmessie Anselm Levskaya Fabio Viola Chetan Tekur Greg Billock George Necula Mandar Joshi Rylan Schaeffer Swachhand Lokhande Christina Sorokin Pradeep Shenoy Mia Chen Mark Collier Hongji Li Taylor Bos Nevan Wichers Sun Jae Lee Angéline Pouget Santhosh Thangaraj Kyriakos Axiotis Phil Crone Rachel Sterneck Nikolai Chinaev Victoria Krakovna Oleksandr Ferludin Ian Gemp Stephanie Winkler Dan Goldberg Ivan Korotkov Kefan Xiao Malika Mehrotra Sandeep Mariserla Vihari Piratla Terry Thurk Khiem Pham Hongxu Ma Alexandre Senges Ravi Kumar Clemens Meyer Ellie Talius Nuo Wang Pierse Ballie Sandhu Horia Toma Kuo Lin Swaroop Nath Tom Stone Dorsa Sadigh Nikita Gupta Arthur Guez Avi Singh Matt Thomas Tom Duerig Yuan Gong Richard Tanburn Lydia Lihui Zhang Phuong Dao Mohamed Hammad Sirui Xie Shruti Rijhwani Ben Murdoch Duhyeon Kim Will Thompson Heng-Tze Cheng Daniel Sohn Pablo Sprechmann Qiantong Xu Srinivas Tadepalli Peter Young Ye Zhang Hansa Srinivasan Miranda Aperghis Aditya Ayyar Hen Fitoussi Ryan Burnell David Madras Mike Dusenberry Xi Xiong Tayo Oguntebi Ben Albrecht Jörg Bornschein Jovana Mitrović Mason Dimarco Bhargav Kanagal Shamanna Premal Shah Eren Sezener Shyam Upadhyay Dave Lacey Craig Schiff Sebastien Baur Sanjay Ganapathy Eva Schnider Mateo Wirth Connor Schenck Andrey Simanovsky Yi-Xuan Tan Philipp Fränken Dennis Duan Bharath Mankalale Nikhil Dhawan Kevin Sequeira Zichuan Wei Shivanker Goel Caglar Unlu Yukun Zhu Haitian Sun Ananth Balashankar Kurt Shuster Megh Umekar Mahmoud Alnahlawi Aäron van den Oord Kelly Chen Yuexiang Zhai Zihang Dai Kuang-Huei Lee Eric Doi Lukas Zilka Rohith Vallu Disha Shrivastava Jason Lee Hisham Husain Honglei Zhuang Vincent Cohen-Addad Jarred Barber James Atwood Adam Sadovsky Quentin Wellens Steven Hand Arunkumar Rajendran Aybuke Turker CJ Carey Yuanzhong Xu Hagen Soltau Zefei Li Xinying Song Conglong Li Iurii Kemaev Sasha Brown Andrea Burns Viorica Patraucean Piotr Stanczyk Renga Aravamudhan Mathieu Blondel Hila Noga Lorenzo Blanco Will Song Michael Isard Mandar Sharma Reid Hayes Dalia El Badawy Avery Lamp Itay Laish Olga Kozlova Kelvin Chan Sahil Singla Srinivas Sunkara Mayank Upadhyay Chang Liu Aijun Bai Jarek Wilkiewicz Martin Zlocha Jeremiah Liu Zhuowan Li Haiguang Li Omer Barak Ganna Raboshchuk Jiho Choi Fangyu Liu Erik Jue Mohit Sharma Andreea Marzoca Robert Busa-Fekete Anna Korsun Andre Elisseeff Zhe Shen Sara Mc Carthy Kay Lamerigts Anahita Hosseini Hanzhao Lin Charlie Chen Fan Yang Kushal Chauhan Mark Omernick Dawei Jia Karina Zainullina Demis Hassabis Danny Vainstein Ehsan Amid Xiang Zhou Ronny Votel Eszter Vértes Xinjian Li Zongwei Zhou Angeliki Lazaridou Brendan McMahan Arjun Narayanan Hubert Soyer Sujoy Basu Kayi Lee Bryan Perozzi Qin Cao Leonard Berrada Rahul Arya Ke Chen Katrina (Xinyi) Xu Matthias Lochbrunner Alex Hofer Sahand Sharifzadeh Renjie Wu Sally Goldman Pranjal Awasthi Xuezhi Wang Yan Wu Claire Sha Biao Zhang Maciej Mikuła Filippo Graziano Siobhan Mcloughlin Irene Giannoumis Youhei Namiki Chase Malik Carey Radebaugh Jamie Hall Ramiro Leal-Cavazos Jianmin Chen Vikas Sindhwani David Kao David Greene Jordan Griffith Chris Welty Ceslee Montgomery Toshihiro Yoshino Liangzhe Yuan Noah Goodman Assaf Hurwitz Michaely Kevin Lee KP Sawhney Wei Chen Zheng Zheng Megan Shum Nikolay Savinov Etienne Pot Alex Pak Morteza Zadimoghaddam Sijal Bhatnagar Yoad Lewenberg Blair Kutzman Ji Liu Lesley Katzen Jeremy Selier Josip Djolonga Dmitry Lepikhin Kelvin Xu Jacky Liang Jiewen Tan Benoit Schillings Muge Ersoy Pete Blois Bernd Bandemer Abhimanyu Singh Sergei Lebedev Pankaj Joshi Adam R. Brown Evan Palmer Shreya Pathak Komal Jalan Fedir Zubach Shuba Lall Randall Parker Alok Gunjan Sergey Rogulenko Sumit Sanghai Zhaoqi Leng Zoltan Egyed Shixin Li Maria Ivanova Kostas Andriopoulos Jin Xie Elan Rosenfeld Auriel Wright Ankur Sharma Xinyang Geng Yicheng Wang Sam Kwei Renke Pan Yujing Zhang Gabby Wang Xi Liu Chak Yeung Elizabeth Cole Aviv Rosenberg Zhen Yang Phil Chen George Polovets Pranav Nair Rohun Saxena Josh Smith Shuo-yiin Chang Aroma Mahendru Svetlana Grant Anand Iyer Irene Cai Jed McGiffin Jiaming Shen Alanna Walton Antonious Girgis Oliver Woodman Rosemary Ke Mike Kwong Louis Rouillard Jinmeng Rao Zhihao Li Yuntao Xu Flavien Prost Chi Zou Ziwei Ji Alberto Magni Tyler Liechty Dan A. Calian Deepak Ramachandran Igor Krivokon Hui Huang Terry Chen Anja Hauth Anastasija Ilić Weijuan Xi Hyeontaek Lim Vlad-Doru Ion Pooya Moradi Metin Toksoz-Exley Kalesha Bullard Miltos Allamanis Xiaomeng Yang Sophie Wang Zhi Hong Anita Gergely Cheng Li Bhavishya Mittal Vitaly Kovalev Victor Ungureanu Jane Labanowski Jan Wassenberg Nicolas Lacasse Geoffrey Cideron Petar Dević Annie Marsden Lynn Nguyen Michael Fink Yin Zhong Tatsuya Kiyono Desi Ivanov Sally Ma Max Bain Kiran Yalasangi Jennifer She Anastasia Petrushkina Mayank Lunayach Carla Bromberg Sarah Hodkinson Vilobh Meshram Daniel Vlasic Austin Kyker Steve Xu Jeff Stanway Zuguang Yang Kai Zhao Matthew Tung Seth Odoom Yasuhisa Fujii Justin Gilmer Eunyoung Kim Felix Halim Quoc Le Bernd Bohnet Seliem El-Sayed Behnam Neyshabur Malcolm Reynolds Dean Reich Yang Xu Erica Moreira Anuj Sharma Zeyu Liu Mohammad Javad Hosseini Naina Raisinghani Yi Su Ni Lao Daniel Formoso Marco Gelmi Almog Gueta Tapomay Dey Elena Gribovskaya Domagoj Ćevid Sidharth Mudgal Garrett Bingham Jianling Wang Anurag Kumar Alex Cullum Feng Han Konstantinos Bousmalis Diego Cedillo Grace Chu Vladimir Magay Paul Michel Ester Hlavnova Daniele Calandriello Setareh Ariafar Kaisheng Yao Vikash Sehwag Arpi Vezer Agustin Dal Lago Zhenkai Zhu Paul Kishan Rubenstein Allen Porter Anirudh Baddepudi Oriana Riva Mihai Dorin Istin Chih-Kuan Yeh Zhi Li Andrew Howard Nilpa Jha Jeremy Chen Raoul de Liedekerke Zafarali Ahmed Mikel Rodriguez Tanuj Bhatia Bangju Wang Ali Elqursh David Klinghoffer Peter Chen Pushmeet Kohli Te I Weiyang Zhang Zack Nado Jilin Chen Maxwell Chen George Zhang Aayush Singh Adam Hillier Federico Lebron Yiqing Tao Ting Liu Gabriel Dulac-Arnold Jingwei Zhang Shashi Narayan Buhuang Liu Orhan Firat Abhishek Bhowmick Bingyuan Liu Hao Zhang Zizhao Zhang Georges Rotival Nathan Howard Anu Sinha Alexander Grushetsky Benjamin Beyret Keerthana Gopalakrishnan James Zhao Kyle He Szabolcs Payrits Zaid Nabulsi Zhaoyi Zhang Weijie Chen Edward Lee Nova Fallen Sreenivas Gollapudi Aurick Zhou Filip Pavetić Thomas Köppe Shiyu Huang Rama Pasumarthi Nick Fernando Felix Fischer Daria Ćurko Yang Gao James Svensson Austin Stone Haroon Qureshi Abhishek Sinha Apoorv Kulshreshtha Martin Matysiak Jieming Mao Carl Saroufim Aleksandra Faust Qingnan Duan Gil Fidel Kaan Katircioglu Raphaël Lopez Kaufman Dhruv Shah Weize Kong Abhishek Bapna Gellért Weisz Emma Dunleavy Praneet Dutta Tianqi Liu Rahma Chaabouni Carolina Parada Marcus Wu Alexandra Belias Alessandro Bissacco Stanislav Fort Li Xiao Fantine Huot Chris Knutsen Yochai Blau Gang Li Jennifer Prendki Juliette Love Yinlam Chow Pichi Charoenpanit Hidetoshi Shimokawa Vincent Coriou Karol Gregor Tomas Izo Arjun Akula Mario Pinto Chris Hahn Dominik Paulus Jiaxian Guo Neha Sharma Cho-Jui Hsieh Adaeze Chukwuka Kazuma Hashimoto Nathalie Rauschmayr Ling Wu Christof Angermueller Yulong Wang Sebastian Gerlach Michael Pliskin Daniil Mirylenka Min Ma Lexi Baugher Bryan Gale Shaan Bijwadia Nemanja Rakićević David Wood Jane Park Chung-Ching Chang Babi Seal Chris Tar Kacper Krasowiak Yiwen Song Georgi Stephanov Gary Wang Marcello Maggioni Stein Xudong Lin Felix Wu Shachi Paul Zixuan Jiang Shubham Agrawal Bilal Piot Alex Feng Cheolmin Kim Tulsee Doshi Jonathan Lai Chuqiao (Joyce) Xu Sharad Vikram Ciprian Chelba Sebastian Krause Vincent Zhuang Jack Rae Timo Denk Adrian Collister Lotte Weerts Xianghong Luo Yifeng Lu Håvard Garnes Nitish Gupta Terry Spitz Avinatan Hassidim Lihao Liang Izhak Shafran Peter Humphreys Kenny Vassigh Phil Wallis Virat Shejwalkar Nicolas Perez-Nieves Rachel Hornung Melissa Tan Beka Westberg Andy Ly Richard Zhang Brian Farris Jongbin Park Alec Kosik Zeynep Cankara Andrii Maksai Yunhan Xu Albin Cassirer Sergi Caelles Abbas Abdolmaleki Mencher Chiang Alex Fabrikant Shravya Shetty Luheng He Mai Giménez Hadi Hashemi Sheena Panthaplackel Yana Kulizhskaya Salil Deshmukh Daniele Pighin Robin Alazard Disha Jindal Seb Noury Pradeep Kumar S Siyang Qin Xerxes Dotiwalla Stephen Spencer Mohammad Babaeizadeh Blake JianHang Chen Vaibhav Mehta Jennie Lees Andrew Leach Penporn Koanantakool Ilia Akolzin Ramona Comanescu Junwhan Ahn Alexey Svyatkovskiy Basil Mustafa David D’Ambrosio Shiva Mohan Reddy Garlapati Pascal Lamblin Alekh Agarwal Shuang Song Pier Giuseppe Sessa Pauline Coquinot John Maggs Hussain Masoom Divya Pitta Yaqing Wang Patrick Morris-Suzuki Billy Porter Johnson Jia Jeffrey Dudek Raghavender R Cosmin Paduraru Alan Ansell Tolga Bolukbasi Tony Lu Ramya Ganeshan Zi Wang Henry Griffiths Rodrigo Benenson Yifan He James Swirhun George Papamakarios Aditya Chawla Kuntal Sengupta Yan Wang Vedrana Milutinovic Igor Mordatch Zhipeng Jia Jamie Smith Will Ng Shitij Nigam Matt Young Eugen Vušak Blake Hechtman Sheela Goenka Avital Zipori Kareem Ayoub Ashok Popat Trilok Acharya Luo Yu Dawn Bloxwich Hugo Song Paul Roit Haiqiong Li Aviel Boag Nigamaa Nayakanti Bilva Chandra Tianli Ding Aahil Mehta Cath Hope Jiageng Zhang Idan Heimlich Shtacher Kartikeya Badola Ryo Nakashima Andrei Sozanschi Iulia Comşa Ante Žužul Emily Caveness Julian Odell Matthew Watson Dario de Cesare Phillip Lippe Derek Lockhart Siddharth Verma Huizhong Chen Sean Sun Lin Zhuo Aditya Shah Prakhar Gupta Alex Muzio Ning Niu Amir Zait Abhinav Singh Meenu Gaba Fan Ye Prajit Ramachandran Mohammad Saleh Raluca Ada Popa Ayush Dubey Frederick Liu Sara Javanmardi Mark Epstein Ross Hemsley Richard Green Nishant Ranka Eden Cohen Chuyuan Kelly Fu Sanjay Ghemawat Jed Borovik James Martens Anthony Chen Pranav Shyam André Susano Pinto Ming-Hsuan Yang Alexandru Ţifrea David Du Boqing Gong Ayushi Agarwal Seungyeon Kim Christian Frank Saloni Shah Xiaodan Song Zhiwei Deng Ales Mikhalap Kleopatra Chatziprimou Timothy Chung Toni Creswell Susan Zhang Yennie Jun Carl Lebsack Will Truong Slavica Andačić Itay Yona Marco Fornoni Rong Rong Serge Toropov Afzal Shama Soudagar Andrew Audibert Salah Zaiem Zaheer Abbas Andrei Rusu Sahitya Potluri Shitao Weng Anastasios Kementsietsidis Anton Tsitsulin Daiyi Peng Natalie Ha Sanil Jain Tejasi Latkar Simeon Ivanov Cory McLean Anirudh GP Rajesh Venkataraman Canoee Liu Dilip Krishnan Joel D’sa Roey Yogev Paul Collins Benjamin Lee Lewis Ho Carl Doersch Gal Yona Shawn Gao Felipe Tiengo Ferreira Adnan Ozturel Hannah Muckenhirn Ce Zheng Gargi Balasubramaniam Mudit Bansal George van den Driessche Sivan Eiger Salem Haykal Vedant Misra Abhimanyu Goyal Danilo Martins Gary Leung Jonas Valfridsson Four Flynn Will Bishop Chenxi Pang Yoni Halpern Honglin Yu Lawrence Moore Yuvein (Yonghao) Zhu Sridhar Thiagarajan Yoel Drori Zhisheng Xiao Lucio Dery Rolf Jagerman Jing Lu Eric Ge Vaibhav Aggarwal Arjun Khare Vinh Tran Oded Elyada Ferran Alet James Rubin Ian Chou David Tian Libin Bai Lawrence Chan Lukasz Lew Karolis Misiunas Taylan Bilal Aniket Ray Sindhu Raghuram Alex Castro-Ros Viral Carpenter CJ Zheng Michael Kilgore Josef Broder Emily Xue Praveen Kallakuri Dheeru Dua Nancy Yuen Steve Chien John Schultz Saurabh Agrawal Reut Tsarfaty Jingcao Hu Ajay Kannan Dror Marcus Nisarg Kothari Baochen Sun Ben Horn Matko Bošnjak Ferjad Naeem Dean Hirsch Lewis Chiang Boya Fang Jie Han Qifei Wang Ben Hora Antoine He Mario Lučić Beer Changpinyo Anshuman Tripathi John Youssef Chester Kwak Philippe Schlattner Cat Graves Rémi Leblond Wenjun Zeng Anders Andreassen Gabriel Rasskin Yue Song Eddie Cao Junhyuk Oh Matt Hoffman Wojtek Skut Yichi Zhang Jon Stritar Xingyu Cai Saarthak Khanna Kathie Wang Shriya Sharma Christian Reisswig Younghoon Jun Aman Prasad Tatiana Sholokhova Preeti Singh Adi Gerzi Rosenthal Anian Ruoss Françoise Beaufays Sean Kirmani Dongkai Chen Johan Schalkwyk Jonathan Herzig Been Kim Josh Jacob Damien Vincent Adrian N Reyes Ivana Balazevic Léonard Hussenot Jon Schneider Parker Barnes Luis Castro Spandana Raj Babbula Simon Green Serkan Cabi Nico Duduta Danny Driess Rich Galt Noam Velan Junjie Wang Hongyang Jiao Matthew Mauger Du Phan Miteyan Patel Vlado Galić Jerry Chang Eyal Marcus Matt Harvey Julian Salazar Elahe Dabir Suraj Satishkumar Sheth Amol Mandhane Hanie Sedghi Jeremiah Willcock Amir Zandieh Shruthi Prabhakara Aida Amini Antoine Miech Victor Stone Massimo Nicosia Paul Niemczyk Ying Xiao Lucy Kim Sławek Kwasiborski Vikas Verma Ada Maksutaj Oflazer Christoph Hirnschall Peter Sung Lu Liu Richard Everett Michiel Bakker Ágoston Weisz Yufei Wang Vivek Sampathkumar Uri Shaham Bibo Xu Yasemin Altun Mingqiu Wang Takaaki Saeki Guanjie Chen Emanuel Taropa Shanthal Vasanth Sophia Austin Lu Huang Goran Petrovic Qingyun Dou Daniel Golovin Grigory Rozhdestvenskiy Allie Culp Will Wu Motoki Sano Divya Jain Julia Proskurnia Sébastien Cevey Alejandro Cruzado Ruiz Piyush Patil Mahdi Mirzazadeh Eric Ni Javier Snaider Lijie Fan Alexandre Fréchette AJ Pierigiovanni Shariq Iqbal Kenton Lee Claudio Fantacci Jinwei Xing Lisa Wang Alex Irpan David Raposo Yi Luan Zhuoyuan Chen Harish Ganapathy Kevin Hui Jiazhong Nie Isabelle Guyon Heming Ge Roopali Vij Hui Zheng Dayeong Lee Alfonso Castaño Khuslen Baatarsukh Gabriel Ibagon Alexandra 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Choquette-Choo Zhen Qin Tingnan Zhang Sicheng Li Divya Tyam Swaroop Mishra Wing Lowe Colin Ji Weiyi Wang Manaal Faruqui Ambrose Slone Valentin Dalibard Arunachalam Narayanaswamy John Lambert Pierre-Antoine Manzagol Dan Karliner Andrew Bolt Ivan Lobov Aditya Kusupati Chang Ye Xuan Yang Heiga Zen Nelson George Mukul Bhutani Olivier Lacombe Robert Riachi Gagan Bansal Rachel Soh Yue Gao Yang Yu Adams Yu Emily Nottage Tania Rojas-Esponda James Noraky Manish Gupta Ragha Kotikalapudi Jichuan Chang Sanja Deur Dan Graur Alex Mossin Erin Farnese Ricardo Figueira Alexandre Moufarek Austin Huang Patrik Zochbauer Ben Ingram Tongzhou Chen Zelin Wu Adrià Puigdomènech Leland Rechis Da Yu Sri Gayatri Sundara Padmanabhan Rui Zhu Chu-ling Ko Andrea Banino Samira Daruki Aarush Selvan Dhruva Bhaswar Daniel Hernandez Diaz Chen Su Salvatore Scellato Jennifer Brennan Woohyun Han Grace Chung Priyanka Agrawal Urvashi Khandelwal Khe Chai Sim Morgane Lustman Sam Ritter Kelvin Guu Jiawei Xia Prateek Jain Emma Wang 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Daniel Andor Tynan Gangwani Anca Dragan Sheng Zhang Ashyana Kachra Gang Wu Siyang Xue Kevin Aydin Siqi Liu Yuxiang Zhou Mahan Malihi Austin Wu Siddharth Gopal Candice Schumann Peter Stys Alek Wang Mirek Olšák Dangyi Liu Christian Schallhart Yiran Mao Demetra Brady Hao Xu Tomas Mery Chawin Sitawarin Siva Velusamy Tom Cobley Alex Zhai Christian Walder Nitzan Katz Ganesh Jawahar Chinmay Kulkarni Antoine Yang Adam Paszke Yinan Wang Bogdan Damoc Zalán Borsos Ray Smith Jinning Li Mansi Gupta Andrei Kapishnikov Sushant Prakash Florian Luisier Rishabh Agarwal Will Grathwohl Kuangyuan Chen Kehang Han Nikhil Mehta Andrew Over Shekoofeh Azizi Lei Meng Niccolò Dal Santo Kelvin Zheng Jane Shapiro Igor Petrovski Jeffrey Hui Amin Ghafouri Jasper Snoek James Qin Mandy Jordan Caitlin Sikora Jonathan Malmaud Yuheng Kuang Aga Świetlik Ruoxin Sang Chongyang Shi Leon Li Andrew Rosenberg Shubin Zhao Andy Crawford Jan-Thorsten Peter Yun Lei Xavier Garcia Long Le Todd Wang Julien Amelot Dave Orr Praneeth Kacham Dana Alon Gladys Tyen Abhinav Arora James Lyon Alex Kurakin Mimi Ly Theo Guidroz Zhipeng Yan Rina Panigrahy Pingmei Xu Thais Kagohara Yong Cheng Eric Noland Jinhyuk Lee Jonathan Lee Cathy Yip Maria Wang Efrat Nehoran Alexander Bykovsky Zhihao Shan Ankit Bhagatwala Chaochao Yan Jie Tan Guillermo Garrido Dan Ethier Nate Hurley Grace Vesom Xu Chen Siyuan Qiao Abhishek Nayyar Julian Walker Paramjit Sandhu Mihaela Rosca Danny Swisher Mikhail Dektiarev Josh Dillon George-Cristian Muraru Manuel Tragut Artiom Myaskovsky David Reid Marko Velic Owen Xiao Jasmine George Mark Brand Jing Li Wenhao Yu Shane Gu Xiang Deng François-Xavier Aubet Soheil Hassas Yeganeh Fred Alcober Celine Smith Trevor Cohn Kay McKinney Michael Tschannen Ramesh Sampath Gowoon Cheon Liangchen Luo Luyang Liu Jordi Orbay Hui Peng Gabriela Botea Xiaofan Zhang Charles Yoon Cesar Magalhaes Paweł Stradomski Ian Mackinnon Steven Hemingray Kumaran Venkatesan Rhys May Jaeyoun Kim Alex Druinsky Jingchen Ye Zheng Xu Terry 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McKee Dan Bahir Jiajun Shen Minh Truong Daniel McDuff Andrea Gesmundo Edouard Rosseel Bowen Liang Ken Caluwaerts Jessica Hamrick Joseph Kready Mary Cassin Rishikesh Ingale Li Lao Scott Pollom Yifan Ding Wei He Lizzetth Bellot Joana Iljazi Ramya Sree Boppana Shan Han Tara Thompson Amr Khalifa Anna Bulanova Blagoj Mitrevski Bo Pang Emma Cooney Tian Shi Rey Coaguila Tamar Yakar Marc’aurelio Ranzato Nikola Momchev Chris Rawles Zachary Charles Young Maeng Yuan Zhang Rishabh Bansal Xiaokai Zhao Brian Albert Yuan Yuan Sudheendra Vijayanarasimhan Roy Hirsch Vinay Ramasesh Kiran Vodrahalli Xingyu Wang Arushi Gupta DJ Strouse Jianmo Ni Roma Patel Gabe Taubman Zhouyuan Huo Dero Gharibian Marianne Monteiro Hoi Lam Shobha Vasudevan Aditi Chaudhary Isabela Albuquerque Kilol Gupta Sebastian Riedel Chaitra Hegde Avraham Ruderman András György Marcus Wainwright Ashwin Chaugule Burcu Karagol Ayan Tomer Levinboim Sam Shleifer Yogesh Kalley Vahab Mirrokni Abhishek Rao Prabakar Radhakrishnan Jay Hartford 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Campbell-Ajala Monica Roy James Lee-Thorp Lily Wang Iftekhar Naim Tony (Tuấn) Nguyễn Guy Bensky Aditya Gupta Dominika Rogozińska Justin Fu Thanumalayan Sankaranarayana Pillai Petar Veličković Shahar Drath Philipp Neubeck Vaibhav Tulsyan Arseniy Klimovskiy Don Metzler Sage Stevens Angel Yeh Junwei Yuan Tianhe Yu Kelvin Zhang Alec Go Vincent Tsang Ying Xu Andy Wan Isaac Galatzer-Levy Sam Sobell Abodunrinwa Toki Elizabeth Salesky Wenlei Zhou Diego Antognini Sholto Douglas Shimu Wu Adam Lelkes Frank Kim Paul Cavallaro Ana Salazar Yuchi Liu James Besley Tiziana Refice Yiling Jia Zhang Li Michal Sokolik Arvind Kannan Jon Simon Jo Chick Avia Aharon Meet Gandhi Mayank Daswani Keyvan Amiri Vighnesh Birodkar Abe Ittycheriah Peter Grabowski Oscar Chang Charles Sutton Zhixin (Lucas) Lai Umesh Telang Susie Sargsyan Tao Jiang Raphael Hoffmann Nicole Brichtova Matteo Hessel Jonathan Halcrow Sammy Jerome Geoff Brown Alex Tomala Elena Buchatskaya Dian Yu Sachit Menon Pol Moreno Yuguo Liao Vicky Zayats 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Kilgour Gaël Liu Surya Bhupatiraju Luke Leonhard Siqi Zuo Partha Talukdar Qing Wei Aliaksei Severyn Vít Listík Jong Lee Aditya Tripathi SK Park Yossi Matias Hao Liu Alex Ruiz Rajesh Jayaram Jackson Tolins Pierre Marcenac Yiming Wang Bryan Seybold Henry Prior Deepak Sharma Jack Weber Mikhail Sirotenko Yunhsuan Sung Dayou Du Ellie Pavlick Stefan Zinke Markus Freitag Max Dylla Montse Gonzalez Arenas Natan Potikha Omer Goldman Connie Tao Rachita Chhaparia Maria Voitovich Pawan Dogra Andrija Ražnatović Zak Tsai Chong You Oleaser Johnson George Tucker Chenjie Gu Jae Yoo Maryam Majzoubi Valentin Gabeur Bahram Raad Rocky Rhodes Kashyap Kolipaka Heidi Howard Geta Sampemane Benny Li Chulayuth Asawaroengchai Duy Nguyen Chiyuan Zhang Timothee Cour Xinxin Yu Zhao Fu Joe Jiang Po-Sen Huang Gabriela Surita Iñaki Iturrate Yael Karov Michael Collins Martin Baeuml Fabian Fuchs Shilpa Shetty Swaroop Ramaswamy Sayna Ebrahimi Qiuchen Guo Jeremy Shar Gabe Barth-Maron Sravanti Addepalli Bryan Richter Chin-Yi Cheng Eugénie Rives Fei Zheng Johannes Griesser Nishanth Dikkala Yoel Zeldes Ilkin Safarli Dipanjan Das Himanshu Srivastava Sadh MNM Khan Xin Li Aditya Pandey Larisa Markeeva Dan Belov Qiqi Yan Mikołaj Rybiński Tao Chen Megha Nawhal Michael Quinn Vineetha Govindaraj Sarah York Reed Roberts Roopal Garg Namrata Godbole Jake Abernethy Anil Das Lam Nguyen Thiet Jonathan Tompson John Nham Neera Vats Ben Caine Wesley Helmholz Francesco Pongetti Yeongil Ko James An Clara Huiyi Hu Yu-Cheng Ling Julia Pawar Robert Leland Keisuke Kinoshita Waleed Khawaja Marco Selvi Eugene Ie Danila Sinopalnikov Lev Proleev Nilesh Tripuraneni Michele Bevilacqua Seungji Lee Clayton Sanford Dan Suh Dustin Tran Jeff Dean Simon Baumgartner Jens Heitkaemper Sagar Gubbi Kristina Toutanova Yichong Xu Chandu Thekkath Keran Rong Palak Jain Annie Xie Yan Virin Yang Li Lubo Litchev Richard Powell Tarun Bharti Adam Kraft Nan Hua Marissa Ikonomidis Ayal Hitron Sanjiv Kumar Loic Matthey Sophie Bridgers Lauren Lax Ishaan Malhi Ondrej Skopek Ashish Gupta Jiawei Cao Mitchelle Rasquinha Siim Põder Wojciech Stokowiec Nicholas Roth Guowang Li Michaël Sander Joshua Kessinger Vihan Jain Edward Loper Wonpyo Park Michal Yarom Liqun Cheng Guru Guruganesh Kanishka Rao Yan Li Catarina Barros Mikhail Sushkov Chun-Sung Ferng Rohin Shah Ophir Aharoni Ravin Kumar Tim McConnell Peiran Li Chen Wang Fernando Pereira Craig Swanson Fayaz Jamil Yan Xiong Anitha Vijayakumar Prakash Shroff Kedar Soparkar Jindong Gu Livio Baldini Soares Eric Wang Kushal Majmundar Aurora Wei Kai Bailey Nora Kassner Chizu Kawamoto Goran Žužić Victor Gomes Abhirut Gupta Michael Guzman Ishita Dasgupta Xinyi Bai Zhufeng Pan Francesco Piccinno Hadas Natalie Vogel Octavio Ponce Adrian Hutter Paul Chang Pan-Pan Jiang Ionel Gog Vlad Ionescu James Manyika Fabian Pedregosa Harry Ragan Zach Behrman Ryan Mullins Coline Devin Aroonalok Pyne Swapnil Gawde Martin Chadwick Yiming Gu Sasan Tavakkol Andy Twigg Naman Goyal Ndidi Elue Anna Goldie Srinivasan Venkatachary Hongliang Fei Ziqiang Feng Marvin Ritter Isabel Leal Sudeep Dasari Pei Sun Alif Raditya Rochman Brendan O’Donoghue Yuchen Liu Jim Sproch Kai Chen Natalie Clay Slav Petrov Sailesh Sidhwani Ioana Mihailescu Alex Panagopoulos AJ Piergiovanni Yunfei Bai George Powell Deep Karkhanis Trevor Yacovone Petr Mitrichev Joe Kovac Dave Uthus Amir Yazdanbakhsh David Amos Steven Zheng Bing Zhang Jin Miao Bhuvana Ramabhadran Soroush Radpour Shantanu Thakoor Josh Newlan Oran Lang Orion Jankowski Shikhar Bharadwaj Jean-Michel Sarr Shereen Ashraf Sneha Mondal Jun Yan Ankit Singh Rawat Sarmishta Velury Greg Kochanski Tom Eccles Franz Och Abhanshu Sharma Ethan Mahintorabi Alex Gurney Carrie Muir Vered Cohen Saksham Thakur Adam Bloniarz Asier Mujika Alexander Pritzel Paul Caron Altaf Rahman Fiona Lang Yasumasa Onoe Petar Sirkovic Jay Hoover Ying Jian Pablo Duque Arun Narayanan David Soergel Alex Haig Loren Maggiore Shyamal Buch Josef Dean Ilya Figotin Igor Karpov Shaleen Gupta Denny Zhou Muhuan Huang Ashwin Vaswani Christopher Semturs Kaushik Shivakumar Yu Watanabe Vinodh Kumar Rajendran Eva Lu Yanhan Hou Wenting Ye Shikhar Vashishth Nana Nti Vytenis Sakenas Darren Ni Doug DeCarlo Michael Bendersky Sumit Bagri Nacho Cano Elijah Peake Simon Tokumine Varun Godbole Carlos Guía Tanya Lando Vittorio Selo Seher Ellis Danny Tarlow Daniel Gillick Alessandro Epasto Siddhartha Reddy Jonnalagadda Meng Wei Meiyan Xie Ankur Taly Michela Paganini Mukund Sundararajan Daniel Toyama Ting Yu Dessie Petrova Aneesh Pappu Rohan Agrawal Senaka Buthpitiya Justin Frye Thomas Buschmann Remi Crocker Marco Tagliasacchi Mengchao Wang Da Huang Sagi Perel Brian Wieder Hideto Kazawa Weiyue Wang Jeremy Cole Himanshu Gupta Ben Golan Seojin Bang Nitish Kulkarni Ken Franko Casper Liu Doug Reid Sid Dalmia Jay Whang Kevin Cen Prasha Sundaram Johan Ferret Berivan Isik Lucian Ionita Guan Sun Anna Shekhawat Muqthar Mohammad Philip Pham Ronny Huang Karthik Raman Xingyi Zhou Ross Mcilroy Austin Myers Sheng Peng Jacob Scott Paul Covington Sofia Erell Pratik Joshi João Gabriel Oliveira Natasha Noy Tajwar Nasir Jake Walker Vera Axelrod Tim Dozat Pu Han Chun-Te Chu Eugene Weinstein Anand Shukla Shreyas Chandrakaladharan Petra Poklukar Bonnie Li Ye Jin Prem Eruvbetine Steven Hansen Avigail Dabush Alon Jacovi Samrat Phatale Chen Zhu Steven Baker Mo Shomrat Yang Xiao Jean Pouget-Abadie Mingyang Zhang Fanny Wei Yang Song Helen King Yiling Huang Yun Zhu Ruoxi Sun Juliana Vicente Franco Chu-Cheng Lin Sho Arora Hui (Elena) Li Vivian Xia Luke Vilnis Mariano Schain Kaiz Alarakyia Laurel Prince Aaron Phillips Caleb Habtegebriel Luyao Xu Huan Gui Santiago Ontanon Lora Aroyo Karan Gill Peggy Lu Yash Katariya Dhruv Madeka Shankar Krishnan Shubha Srinivas Raghvendra James Freedman Yi Tay Gaurav Menghani Peter Choy Nishita Shetty Dan Abolafia Doron Kukliansky Edward Chou Jared Lichtarge Ken Burke Ben Coleman Dee Guo Larry Jin Indro Bhattacharya Victoria Langston Yiming Li Suyog Kotecha Alex Yakubovich Xinyun Chen Petre Petrov Tolly Powell Yanzhang He Corbin Quick Kanav Garg Dawsen Hwang Yang Lu Srinadh Bhojanapalli Kristian Kjems Ramin Mehran Aaron Archer Hado van Hasselt Ashwin Balakrishna JK Kearns Meiqi Guo Jason Riesa Mikita Sazanovich Xu Gao Chris Sauer Chengrun Yang XiangHai Sheng Thomas Jimma Wouter Van Gansbeke Vitaly Nikolaev Wei Wei Katie Millican Ruizhe Zhao Justin Snyder Levent Bolelli Maura O’Brien Shawn Xu Fei Xia Wentao Yuan Arvind Neelakantan David Barker Sachin Yadav Hannah Kirkwood Farooq Ahmad Joel Wee Jordan Grimstad Boyu Wang Matthew Wiethoff Shane Settle Miaosen Wang Charles Blundell Jingjing Chen Chris Duvarney Grace Hu Olaf Ronneberger Alex Lee Yuanzhen Li Abhishek Chakladar Alena Butryna Georgios Evangelopoulos Guillaume Desjardins Jonni Kanerva Henry Wang Averi Nowak Nick Li Alyssa Loo Art Khurshudov Laurent El Shafey Nagabhushan Baddi Karel Lenc Yasaman Razeghi Tom Lieber Amer Sinha Xiao Ma Yao Su James Huang Asahi Ushio Hanna Klimczak-Plucińska Kareem Mohamed JD Chen Simon Osindero Stav Ginzburg Lampros Lamprou Vasilisa Bashlovkina Duc-Hieu Tran Ali Khodaei Ankit Anand Yixian Di Ramy Eskander Manish Reddy Vuyyuru Jasmine Liu Aishwarya Kamath Roman Goldenberg Mathias Bellaiche Juliette Pluto Bill Rosgen Hassan Mansoor William Wong Suhas Ganesh Eric Bailey Scott Baird Dan Deutsch Jinoo Baek Xuhui Jia Chansoo Lee Abe Friesen Nathaniel Braun Kate Lee Amayika Panda Steven M. Hernandez Duncan Williams Jianqiao Liu Ethan Liang Arnaud Autef Emily Pitler Deepali Jain Phoebe Kirk Oskar Bunyan Jaume Sanchez Elias Tongxin Yin Machel Reid Aedan Pope Nikita Putikhin Bidisha Samanta Sergio Guadarrama Dahun Kim Simon Rowe Marcella Valentine Geng Yan Alex Salcianu David Silver Gan Song Richa Singh Shuai Ye Hannah DeBalsi Majd Al Merey Eran Ofek Albert Webson Shibl Mourad Ashwin Kakarla Silvio Lattanzi Nick Roy Evgeny Sluzhaev Christina Butterfield Alessio Tonioni Nathan Waters Sudhindra Kopalle Jason Chase James Cohan Girish Ramchandra Rao Robert Berry Michael Voznesensky Shuguang Hu Kristen Chiafullo Sharat Chikkerur George Scrivener Ivy Zheng Jeremy Wiesner Wolfgang Macherey Timothy Lillicrap Fei Liu Brian Walker David Welling Elinor Davies Yangsibo Huang Lijie Ren Nir Shabat Alessandro Agostini Mariko Iinuma Dustin Zelle Rohit Sathyanarayana Andrea D’olimpio Morgan Redshaw Matt Ginsberg Ashwin Murthy Mark Geller Tatiana Matejovicova Ayan Chakrabarti Ryan Julian Christine Chan Qiong Hu Daniel Jarrett Manu Agarwal Jeshwanth Challagundla Tao Li Sandeep Tata Wen Ding Maya Meng Zhuyun Dai Giulia Vezzani Shefali Garg Jannis Bulian Mary Jasarevic Honglong Cai Harish Rajamani Adam Santoro Florian Hartmann Chen Liang Bartek Perz Apoorv Jindal Fan Bu Sungyong Seo Ryan Poplin Adrian Goedeckemeyer Badih Ghazi Nikhil Khadke Leon Liu Kevin Mather Mingda Zhang Ali Shah Alex Chen Jinliang Wei Keshav Shivam Yuan Cao Donghyun Cho Angelo Scorza Scarpati Michael Moffitt Clara Barbu Ivan Jurin Ming-Wei Chang Hongbin Liu Hao Zheng Shachi Dave Christine Kaeser-Chen Xiaobin Yu Alvin Abdagic Lucas Gonzalez Yanping Huang Peilin Zhong Cordelia Schmid Bryce Petrini Alex Wertheim Jifan Zhu Hoang Nguyen Kaiyang Ji Yanqi Zhou Tao Zhou Fangxiaoyu Feng Regev Cohen David Rim Shubham Milind Phal Petko Georgiev Ariel Brand Yue Ma Wei Li Somit Gupta Chao Wang Pavel Dubov Jean Tarbouriech Kingshuk Majumder Huijian Li Norman Rink Apurv Suman Yang Guo Yinghao Sun Arun Nair Xiaowei Xu Mohamed Elhawaty Rodrigo Cabrera Guangxing Han Julian Eisenschlos Junwen Bai Yuqi Li Yamini Bansal Thibault Sellam Mina Khan Hung Nguyen Justin Mao-Jones Nikos Parotsidis Jake Marcus Cindy Fan Roland Zimmermann Yony Kochinski Laura Graesser Feryal Behbahani Alvaro Caceres Michael Riley Patrick Kane Sandra Lefdal Rob Willoughby Paul Vicol Lun Wang Shujian Zhang Ashleah Gill Yu Liang Gautam Prasad Soroosh Mariooryad Mehran Kazemi Zifeng Wang Kritika Muralidharan Paul Voigtlaender Jeffrey Zhao Huanjie Zhou Nina D’Souza Aditi Mavalankar Séb Arnold Nick Young Obaid Sarvana Chace Lee Milad Nasr Tingting Zou Seokhwan Kim Lukas Haas Kaushal Patel Neslihan Bulut David Parkinson Courtney Biles Dmitry Kalashnikov Chi Ming To Aviral Kumar Jessica Austin Alex Greve Lei Zhang Megha Goel Yeqing Li Sergey Yaroshenko Max Chang Abhishek Jindal Geoff Clark Hagai Taitelbaum Dale Johnson Ofir Roval Jeongwoo Ko Anhad Mohananey Christian Schuler Shenil Dodhia Ruichao Li Kazuki Osawa Claire Cui Peng Xu Rushin Shah Tao Huang Ela Gruzewska Nathan Clement Mudit Verma Olcan Sercinoglu Hai Qian Viral Shah Masa Yamaguchi Abhinit Modi Takahiro Kosakai Thomas Strohmann Junhao Zeng Beliz Gunel Jun Qian Austin Tarango Krzysztof Jastrzębski Robert David Jyn Shan Parker Schuh Kunal Lad Willi Gierke Mukundan Madhavan Xinyi Chen Mark Kurzeja Rebeca Santamaria-Fernandez Dawn Chen Alexandra Cordell Yuri Chervonyi Frankie Garcia Nithish Kannen Vincent Perot Nan Ding Shlomi Cohen-Ganor Victor Lavrenko Junru Wu Georgie Evans Cicero Nogueira dos Santos Madhavi Sewak Ashley Brown Andrew Hard Joan Puigcerver Zeyu Zheng Yizhong Liang Evgeny Gladchenko Reeve Ingle Uri First Pierre Sermanet Charlotte Magister Mihajlo Velimirović Sashank Reddi Susanna Ricco Eirikur Agustsson Hartwig Adam Nir Levine David Gaddy Dan Holtmann-Rice Xuanhui Wang Ashutosh Sathe Abhijit Guha Roy Blaž Bratanič Alen Carin Harsh Mehta Silvano Bonacina Nicola De Cao Mara Finkelstein Verena Rieser Xinyi Wu Florent Altché Dylan Scandinaro Li Li Nino Vieillard Nikhil Sethi Garrett Tanzer Zhi Xing Shibo Wang Parul Bhatia Gui Citovsky Thomas Anthony Sharon Lin Tianze Shi Shoshana Jakobovits Gena Gibson Raj Apte Lisa Lee Mingqing Chen Arunkumar Byravan Petros Maniatis Kellie Webster Andrew Dai Pu-Chin Chen Jiaqi Pan Asya Fadeeva Zach Gleicher Thang Luong Niket Kumar Bhumihar

The development of Gemini is a large-scale collaborative effort involving over 3000 individuals across Google, including researchers, engineers, and operations staff. These individuals contributed their hard work and expertise across diverse areas, from foundational research and the development of model architecture, data, training, and infrastructure, through to evaluation and ensuring safety and security. We gratefully acknowledge the dedication and hard work of each contributor in making Gemini a reality. The order of contributors in the above list is random.

We are also grateful to the Google-independent developer Joel Zhang for his work on Gemini Plays Pokémon, and for sharing with us the design of his set-up.

7 Appendix