Software:Gemini (language model)

From HandWiki
Short description: Large language model developed by Google

Gemini
Gemini language model logo.png
Developer(s)Google DeepMind
Initial releaseDecember 6, 2023; 4 months ago (2023-12-06)
PredecessorPaLM 2
Available inEnglish
TypeLarge language model
LicenseProprietary

Gemini is a family of multimodal large language models developed by Google DeepMind, serving as the successor to LaMDA and PaLM 2. Comprising Gemini Ultra, Gemini Pro, and Gemini Nano, it was announced on December 6, 2023, positioned as a contender to OpenAI's GPT-4.

History

Development

Google announced Gemini, a large language model (LLM) developed by subsidiary Google DeepMind, during the Google I/O keynote on May 10, 2023. It was positioned as a more powerful successor to PaLM 2, which was also unveiled at the event, with Google CEO Sundar Pichai stating that Gemini was still in its early developmental stages.[1][2] Unlike other LLMs, Gemini was said to be unique in that it was not trained on a text corpus alone and was designed to be multimodal, meaning it could process multiple types of data simultaneously, including text, images, audio, video, and computer code.[3] It was developed as a collaboration between DeepMind and Google Brain, two branches of Google that had been merged as Google DeepMind the previous month.[4] In an interview with Wired, DeepMind CEO Demis Hassabis touted Gemini's advanced capabilities, which he believed would allow the algorithm to trump OpenAI's ChatGPT, which runs on GPT-4 and whose growing popularity had been aggressively challenged by Google with LaMDA and Bard. Hassabis highlighted the strengths of DeepMind's AlphaGo program, which gained worldwide attention in 2016 when it defeated Go champion Lee Sedol, saying that Gemini would combine the power of AlphaGo and other Google–DeepMind LLMs.[5]

In August 2023, The Information published a report outlining Google's roadmap for Gemini, revealing that the company was targeting a launch date of late 2023. According to the report, Google hoped to surpass OpenAI and other competitors by combining conversational text capabilities present in most LLMs with artificial intelligence–powered image generation, allowing it to create contextual images and be adapted for a wider range of use cases.[6] Like Bard,[7] Google co-founder Sergey Brin was summoned out of retirement to assist in the development of Gemini, along with hundreds of other engineers from Google Brain and DeepMind;[6][8] he was later credited as a "core contributor" to Gemini.[9] Because Gemini was being trained on transcripts of YouTube videos, lawyers were also brought in to filter out any potentially copyrighted materials.[6]

With news of Gemini's impending launch, OpenAI hastened its work on integrating GPT-4 with multimodal features similar to those of Gemini.[10] The Information reported in September that several companies had been granted early access to "an early version" of the LLM, which Google intended to make available to clients through Google Cloud's Vertex AI service. The publication also stated that Google was arming Gemini to compete with both GPT-4 and Microsoft's GitHub Copilot.[11][12] On December 2, it reported that Google had delayed Gemini's launch from the following week to January 2024 due to problems with non-English prompts, adding that three launch events had been planned in New York City, Washington, D.C., and California.[13][14]

Launch

On December 6, 2023, Pichai and Hassabis announced "Gemini 1.0" at a virtual press conference.[15][16] It comprised three models: Gemini Ultra, designed for "highly complex tasks"; Gemini Pro, designed for "a wide range of tasks"; and Gemini Nano, designed for "on-device tasks". At launch, Gemini Pro and Nano were integrated into Bard and the Pixel 8 Pro smartphone, respectively, while Gemini Ultra was set to power "Bard Advanced" and become available to software developers in early 2024. Other products that Google intended to incorporate Gemini into included Search, Ads, Chrome, Duet AI on Google Workspace, and AlphaCode 2.[17][16] It was made available only in English.[16][18] Touted as Google's "largest and most capable AI model" and designed to emulate human behavior,[19][16][20] the company stated that Gemini would not be made widely available until the following year due to the need for "extensive safety testing".[15] Gemini was trained on and powered by Google's Tensor Processing Units (TPUs),[15][18] and the name is in reference to the DeepMind–Google Brain merger as well as NASA's Project Gemini.[21]

Gemini Ultra was said to have outperformed GPT-4, Anthropic's Claude 2, Inflection AI's Inflection-2, Meta's LLaMA 2, and xAI's Grok 1 on a variety of industry benchmarks,[22][15] while Gemini Pro was said to have outperformed GPT-3.5.[3] Gemini Ultra was also the first language model to outperform human experts on the 57-subject Massive Multitask Language Understanding (MMLU) test, obtaining a score of 90%.[3][21] Gemini Pro was made available to Google Cloud customers on AI Studio and Vertex AI on December 13, while Gemini Nano will be made available to Android developers as well.[23][24][25] Hassabis further revealed that DeepMind was exploring how Gemini could be "combined with robotics to physically interact with the world".[26] In accordance with an executive order signed by U.S. President Joe Biden in October, Google stated that it would share testing results of Gemini Ultra with the federal government of the United States. Similarly, the company was engaged in discussions with the government of the United Kingdom to comply with the principles laid out at the AI Safety Summit at Bletchley Park in November.[3]

Technical specifications

The three Gemini models share the same software architecture. They are decoder-only Transformers, with modifications to allow efficient training and inference on TPUs. They have a context length of 32,768 tokens, with multi-query attention. Two versions of Gemini Nano, Nano-1 (1.8 billion parameters) and Nano-2 (3.25 billion parameters), are distilled from larger Gemini models, designed for use by edge devices such as smartphones. As Gemini is multimodal, each context window can contain multiple forms of input. The different modes can be interleaved and do not have to be presented in a fixed order, allowing for a multimodal conversation. Input images may be of different resolutions, while video is inputted as a sequence of images. Audio is sampled at 16 kHz and then converted into a sequence of tokens by the Universal Speech Model. Gemini's dataset is multimodal and multilingual, consisting of "web documents, books, and code, and includ[ing] image, audio, and video data".[27]

Reception

Gemini's launch was preluded by months of intense speculation and anticipation, which MIT Technology Review described as "peak AI hype".[28][22] In August 2023, Dylan Patel and Daniel Nishball of research firm SemiAnalysis penned a blog post declaring that the release of Gemini would "eat the world" and outclass GPT-4, prompting OpenAI CEO Sam Altman to ridicule the duo on X (formerly Twitter).[29][30] Business magnate Elon Musk, who co-founded OpenAI, weighed in, asking, "Are the numbers wrong?"[31] Hugh Langley of Business Insider remarked that Gemini would be a make-or-break moment for Google, writing: "If Gemini dazzles, it will help Google change the narrative that it was blindsided by Microsoft and OpenAI. If it disappoints, it will embolden critics who say Google has fallen behind."[32]

Reacting to its unveiling in December 2023, University of Washington professor emeritus Oren Etzioni predicted a "tit-for-tat arms race" between Google and OpenAI. Professor Alexei Efros of the University of California, Berkeley praised the potential of Gemini's multimodal approach,[21] while scientist Melanie Mitchell of the Santa Fe Institute called Gemini "very sophisticated". Professor Chirag Shah of the University of Washington was less impressed, likening Gemini's launch to the routineness of Apple's annual introduction of a new iPhone. Similarly, Stanford University's Percy Liang and the University of Washington's Emily Bender cautioned that it was difficult to interpret benchmark scores without insight into the training data used.[28] Writing for Fast Company, Mark Sullivan opined that Google had the opportunity to challenge the iPhone's dominant market share, believing that Apple was unlikely to have the capacity to develop functionality similar to Gemini with its Siri virtual assistant.[33] Google faced criticism for a demonstrative video of Gemini, which was not conducted in real time.[34]

See also

  • Gato, a multimodal neural network developed by DeepMind

References

  1. ↑ Grant, Nico (May 10, 2023). "Google Builds on Tech's Latest Craze With Its Own A.I. Products". The New York Times. ISSN 0362-4331. https://www.nytimes.com/2023/05/10/technology/google-ai-products.html. 
  2. ↑ Ortiz, Sabrina (May 10, 2023). "Every major AI feature announced at Google I/O 2023". https://www.zdnet.com/article/every-major-ai-feature-announced-at-google-io-2023/. 
  3. ↑ 3.0 3.1 3.2 3.3 Milmo, Dan (December 6, 2023). "Google says new AI model Gemini outperforms ChatGPT in most tests". The Guardian. ISSN 0261-3077. https://www.theguardian.com/technology/2023/dec/06/google-new-ai-model-gemini-bard-upgrade. 
  4. ↑ Levy, Steven (September 11, 2023). "Sundar Pichai on Google;s AI, Microsoft's AI, OpenAI, and ... Did We Mention AI?". Wired. https://www.wired.com/story/sundar-pichai-google-ai-microsoft-openai/. Retrieved September 12, 2023. 
  5. ↑ Knight, Will (June 26, 2023). "Google DeepMind's CEO Says Its Next Algorithm Will Eclipse ChatGPT". Wired. https://www.wired.com/story/google-deepmind-demis-hassabis-chatgpt/. Retrieved August 21, 2023. 
  6. ↑ 6.0 6.1 6.2 Victor, Jon (August 15, 2023). "How Google is Planning to Beat OpenAI". https://www.theinformation.com/articles/the-forced-marriage-at-the-heart-of-googles-ai-race. 
  7. ↑ Grant, Nico (January 20, 2023). "Google Calls In Help From Larry Page and Sergey Brin for A.I. Fight". The New York Times. ISSN 0362-4331. https://www.nytimes.com/2023/01/20/technology/google-chatgpt-artificial-intelligence.html. 
  8. ↑ Kruppa, Miles; Seetharaman, Deepa (July 21, 2023). "Sergey Brin Is Back in the Trenches at Google". The Wall Street Journal. ISSN 0099-9660. https://www.wsj.com/articles/sergey-brin-google-ai-gemini-1b5aa41e. 
  9. ↑ Carter, Tom (December 7, 2023). "Google confirms that its cofounder Sergey Brin played a key role in creating its ChatGPT rival". https://www.businessinsider.com/google-sergey-brin-back-from-retirement-to-build-gemini-2023-12. 
  10. ↑ Victor, Jon (September 18, 2023). "OpenAI Hustles to Beat Google to Launch 'Multimodal' LLM". https://www.theinformation.com/articles/openai-hustles-to-beat-google-to-launch-multimodal-llm. 
  11. ↑ "Google nears release of AI software Gemini, The Information reports". Reuters. September 14, 2023. https://www.reuters.com/technology/google-nears-release-ai-software-gemini-information-2023-09-15/. 
  12. ↑ Nolan, Beatrice (September 23, 2023). "Google is quietly handing out early demos of its GPT-4 rival called Gemini. Here's what we know so far about the upcoming AI model.". https://www.businessinsider.com/google-gemini-explainer-ai-model-2023-9. 
  13. ↑ Victor, Jon; Efrati, Amir (December 2, 2023). "Google Preps Public Preview of Gemini AI After Postponing In-Person Launch Events". https://www.theinformation.com/articles/google-postpones-big-ai-launch-as-openai-zooms-ahead. 
  14. ↑ Tangalakis-Lippert, Katherine (December 2, 2023). "Google has quietly pushed back the launch of next-gen AI model Gemini until next year, report says". https://www.businessinsider.com/google-delays-launch-of-gemini-ai-to-early-2024-report-2023-12. 
  15. ↑ 15.0 15.1 15.2 15.3 Kruppa, Miles (December 6, 2023). "Google Announces AI System Gemini After Turmoil at Rival OpenAI". The Wall Street Journal. ISSN 0099-9660. https://www.wsj.com/tech/ai/google-announces-ai-system-gemini-after-turmoil-at-rival-openai-10835335. 
  16. ↑ 16.0 16.1 16.2 16.3 Liedtike, Michael; O'Brien, Matt (December 6, 2023). "Google launches Gemini, upping the stakes in the global AI race". Associated Press. https://apnews.com/article/google-gemini-artificial-intelligence-launch-95d05d02051e75e20b574614ae720b8b. 
  17. ↑ Edwards, Benj (December 6, 2023). "Google launches Gemini—a powerful AI model it says can surpass GPT-4". https://arstechnica.com/information-technology/2023/12/google-launches-gemini-a-powerful-ai-model-it-says-can-surpass-gpt-4/. 
  18. ↑ 18.0 18.1 Pierce, David (December 6, 2023). "Google launches Gemini, the AI model it hopes will take down GPT-4". https://www.theverge.com/2023/12/6/23990466/google-gemini-llm-ai-model. 
  19. ↑ Fung, Brian; Thorbecke, Catherine (December 6, 2023). "Google launches Gemini, its most-advanced AI model yet, as it races to compete with ChatGPT". CNN Business. https://www.cnn.com/2023/12/06/tech/google-launches-gemini-compete-with-chatgpt/index.html. 
  20. ↑ "Google launches Gemini, upping the stakes in the global AI race". CBS News. December 6, 2023. https://www.cbsnews.com/sanfrancisco/news/google-ups-the-stakes-in-ai-race-with-gemini-a-technology-trained-to-behave-more-like-humans/. 
  21. ↑ 21.0 21.1 21.2 Knight, Will (December 6, 2023). "Google Just Launched Gemini, Its Long-Awaited Answer to ChatGPT". Wired. https://www.wired.com/story/google-gemini-ai-model-chatgpt/. Retrieved December 6, 2023. 
  22. ↑ 22.0 22.1 Henshall, Will (December 6, 2023). "Google DeepMind Unveils Its Most Powerful AI Offering Yet". https://time.com/6343450/gemini-google-deepmind-ai/. 
  23. ↑ Metz, Cade; Grant, Nico (December 6, 2023). "Google Updates Bard Chatbot With 'Gemini' A.I. as It Chases ChatGPT". The New York Times. ISSN 0362-4331. https://www.nytimes.com/2023/12/06/technology/google-ai-bard-chatbot-gemini.html. 
  24. ↑ Elias, Jennifer (December 6, 2023). "Google launches its largest and 'most capable' AI model, Gemini". CNBC. https://www.cnbc.com/2023/12/06/google-launches-its-largest-and-most-capable-ai-model-gemini.html. 
  25. ↑ Alba, Davey; Ghaffary, Shirin (December 6, 2023). "Google Opens Access to Gemini, Racing to Catch Up to OpenAI". Bloomberg News. https://www.bloomberg.com/news/articles/2023-12-06/google-opens-access-to-gemini-racing-to-catch-up-to-openai. 
  26. ↑ Knight, Will (December 6, 2023). "Google DeepMind's Demis Hassabis Says Gemini Is a New Breed of AI". Wired. https://www.wired.com/story/google-deepmind-demis-hassabis-gemini-ai/. Retrieved December 7, 2023. 
  27. ↑ Template:Cite tech report
  28. ↑ 28.0 28.1 Heikkilä, Melissa; Heaven, Will Douglas (December 6, 2023). "Google DeepMind's new Gemini model looks amazing—but could signal peak AI hype". MIT Technology Review. https://www.technologyreview.com/2023/12/06/1084471/google-deepminds-new-gemini-model-looks-amazing-but-could-signal-peak-ai-hype/. Retrieved December 6, 2023. 
  29. ↑ howdhury, Hasan (August 29, 2023). "AI bros are at war over declarations that Google's upcoming Gemini AI model smashes OpenAI's GPT-4". https://www.businessinsider.com/google-gemini-ai-model-smashes-gpt4-says-semianalysis-2023-8. 
  30. ↑ Harrison, Maggie (August 31, 2023). "OpenAI Rages at Report that Google's New AI Crushes GPT-4". Fortune. https://futurism.com/the-byte/openai-report-google-ai-gpt-4. Retrieved September 7, 2023. 
  31. ↑ Musk, Elon [@elonmusk] (August 29, 2023). "Are the numbers wrong?". https://twitter.com/elonmusk/status/1696692734952673476. 
  32. ↑ Langley, Hugh (October 12, 2023). "Google VP teases Gemini's multimodal future: 'I've seen some pretty amazing things.'". https://www.businessinsider.com/google-sissie-hsiao-teases-gemini-ai-model-pretty-amazing-things-2023-10. 
  33. ↑ Sullivan, Mark (December 6, 2023). "Gemini-powered Google phones may make Siri even more of an Achilles' heel for the iPhone". Fast Company. https://www.fastcompany.com/90994058/gemini-ai-android-google-apple. Retrieved December 7, 2023. 
  34. ↑ Elias, Steve Kovach, Jennifer (2023-12-08). "Google faces controversy over edited Gemini AI demo video" (in en). https://www.cnbc.com/2023/12/08/google-faces-controversy-over-edited-gemini-ai-demo-video.html. 

Further reading

External links



Retrieved from "https://handwiki.org/wiki/index.php?title=Software:Gemini_(language_model)&oldid=3459687"