URL

https://arxiv.org/abs/2312.11805
Affiliations
- Gemini Team, N/A
- Rohan Anil, N/A
- Sebastian Borgeaud, N/A
- Yonghui Wu, N/A
- Jean-Baptiste Alayrac, N/A
- Jiahui Yu, N/A
- Radu Soricut, N/A
- Johan Schalkwyk, N/A
- Andrew M. Dai, N/A
- Anja Hauth, N/A
- Katie Millican, N/A
- David Silver, N/A
- Slav Petrov, N/A
- Melvin Johnson, N/A
- Ioannis Antonoglou, N/A
- Julian Schrittwieser, N/A
- Amelia Glaese, N/A
- Jilin Chen, N/A
- Emily Pitler, N/A
- Timothy Lillicrap, N/A
- Angeliki Lazaridou, N/A
- Orhan Firat, N/A
- James Molloy, N/A
- Michael Isard, N/A
- Paul R. Barham, N/A
- Tom Hennigan, N/A
- Benjamin Lee, N/A
- Fabio Viola, N/A
- Malcolm Reynolds, N/A
- Yuanzhong Xu, N/A
- Ryan Doherty, N/A
- Eli Collins, N/A
- Clemens Meyer, N/A
- Eliza Rutherford, N/A
- Erica Moreira, N/A
- Kareem Ayoub, N/A
- Megha Goel, N/A
- George Tucker, N/A
- Enrique Piqueras, N/A
- Maxim Krikun, N/A
- Iain Barr, N/A
- Nikolay Savinov, N/A
- Ivo Danihelka, N/A
- Becca Roelofs, N/A
- Anaïs White, N/A
- Anders Andreassen, N/A
- Tamara von Glehn, N/A
- Lakshman Yagati, N/A
- Mehran Kazemi, N/A
- Lucas Gonzalez, N/A
- Misha Khalman, N/A
- Jakub Sygnowski, N/A
- Alexandre Frechette, N/A
- Charlotte Smith, N/A
- Laura Culp, N/A
- Lev Proleev, N/A
- Yi Luan, N/A
- Xi Chen, N/A
- James Lottes, N/A
- Nathan Schucher, N/A
- Federico Lebron, N/A
- Alban Rrustemi, N/A
- Natalie Clay, N/A
- Phil Crone, N/A
- Tomas Kocisky, N/A
- Jeffrey Zhao, N/A
- Bartek Perz, N/A
- Dian Yu, N/A
- Heidi Howard, N/A
- Adam Bloniarz, N/A
- Jack W. Rae, N/A
- Han Lu, N/A
- Laurent Sifre, N/A
- Marcello Maggioni, N/A
- Fred Alcober, N/A
- Dan Garrette, N/A
- Megan Barnes, N/A
- Shantanu Thakoor, N/A
- Jacob Austin, N/A
- Gabriel Barth-Maron, N/A
- William Wong, N/A
- Rishabh Joshi, N/A
- Rahma Chaabouni, N/A
- Deeni Fatiha, N/A
- Arun Ahuja, N/A
- Ruibo Liu, N/A
- Yunxuan Li, N/A
- Sarah Cogan, N/A
- Jeremy Chen, N/A
- Chao Jia, N/A
- Chenjie Gu, N/A
- Qiao Zhang, N/A
- Jordan Grimstad, N/A
- Ale Jakse Hartman, N/A
- Martin Chadwick, N/A
- Gaurav Singh Tomar, N/A
- Xavier Garcia, N/A
- Evan Senter, N/A
- Emanuel Taropa, N/A
- Thanumalayan Sankaranarayana Pillai, N/A
- Jacob Devlin, N/A
- Michael Laskin, N/A
- Diego de Las Casas, N/A
- Dasha Valter, N/A
- Connie Tao, N/A
- Lorenzo Blanco, N/A
- Adrià Puigdomènech Badia, N/A
- David Reitter, N/A
- Mianna Chen, N/A
- Jenny Brennan, N/A
- Clara Rivera, N/A
- Sergey Brin, N/A
- Shariq Iqbal, N/A
- Gabriela Surita, N/A
- Jane Labanowski, N/A
- Abhi Rao, N/A
- Stephanie Winkler, N/A
- Emilio Parisotto, N/A
- Yiming Gu, N/A
- Kate Olszewska, N/A
- Yujing Zhang, N/A
- Ravi Addanki, N/A
- Antoine Miech, N/A
- Annie Louis, N/A
- Laurent El Shafey, N/A
- Denis Teplyashin, N/A
- Geoff Brown, N/A
- Elliot Catt, N/A
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- Tianhe Yu, N/A
- Cindy Wang, N/A
- Juliette Love, N/A
- Junwhan Ahn, N/A
- Dawn Bloxwich, N/A
- Kehang Han, N/A
- Peter Humphreys, N/A
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- Varun Godbole, N/A
- Sina Samangooei, N/A
- Bogdan Damoc, N/A
- Alex Kaskasoli, N/A
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- Alexander Neitz, N/A
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- Sarah York, N/A
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- Elizabeth Cole, N/A
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- Pablo Sprechmann, N/A
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  Abstract
- This report introduces a new family of multimodal models, Gemini, thatexhibit remarkable capabilities across image, audio, video, and textunderstanding. The Gemini family consists of Ultra, Pro, and Nano sizes,suitable for applications ranging from complex reasoning tasks to on-devicememory-constrained use-cases. Evaluation on a broad range of benchmarks showsthat our most-capable Gemini Ultra model advances the state of the art in 30 of32 of these benchmarks - notably being the first model to achieve human-expertperformance on the well-studied exam benchmark MMLU, and improving the state ofthe art in every one of the 20 multimodal benchmarks we examined. We believethat the new capabilities of Gemini models in cross-modal reasoning andlanguage understanding will enable a wide variety of use cases and we discussour approach toward deploying them responsibly to users.
  Translation (by gpt-3.5-turbo)
この報告書では、画像、音声、動画、テキストの理解において驚異的な能力を持つ新しいマルチモーダルモデル「Gemini」のファミリーを紹介します。Geminiファミリーには、複雑な推論タスクからデバイス上のメモリ制約のあるユースケースまで対応できるUltra、Pro、Nanoのサイズがあります。幅広いベンチマークでの評価により、最も能力の高いGemini Ultraモデルが32のうち30のベンチマークで最先端の技術を提供しており、よく研究された試験ベンチマークMMLUで人間の専門家のパフォーマンスを初めて達成し、私たちが調査した20のマルチモーダルベンチマークすべてで最先端の技術を改善しています。クロスモーダルな推論と言語理解の新しい能力により、Geminiモデルはさまざまなユースケースを可能にすると考えており、ユーザーへの責任ある展開に向けたアプローチについても議論しています。
Summary (by gpt-3.5-turbo)
この報告書では、マルチモーダルモデル「Gemini」のファミリーについて紹介します。Geminiは画像、音声、動画、テキストの理解に優れた能力を持ち、Ultra、Pro、Nanoのサイズがあります。Gemini Ultraは幅広いベンチマークで最先端の技術を提供し、MMLUでは人間の専門家のパフォーマンスを初めて達成しました。Geminiモデルはクロスモーダルな推論と言語理解の能力を持ち、さまざまなユースケースに適用できます。また、ユーザーへの責任ある展開についても議論しています。

AkihikoWatanabe / paper_notes

Gemini: A Family of Highly Capable Multimodal Models, Gemini Team+, N/A, arXiv'23 #1194

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Abstract

Translation (by gpt-3.5-turbo)

Summary (by gpt-3.5-turbo)

1181 で発表されたGeminiの論文