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GEMINI FLASH



Our lightweight model, optimized for speed and efficiency



Build with Gemini


Lightweight, fast and cost-efficient while featuring multimodal reasoning and a
breakthrough long context window of up to one million tokens.

Lightweight, fast and cost-efficient while featuring multimodal reasoning and a
breakthrough long context window of up to one million tokens.




PERFORMANCE IN A FLASH

Designed to be fast and efficient to serve at scale.


BUILT FOR SPEED

Sub-second average first-token latency for the vast majority of developer and
enterprise use cases.


QUALITY AT LOWER COST

On most common tasks, 1.5 Flash achieves comparable quality to larger models, at
a fraction of the cost.


LONG-CONTEXT UNDERSTANDING

Process hours of video and audio, and hundreds of thousands of words or lines of
code.

Pause Play


LONGER CONTEXT

Flash has a one-million-token context window by default, which means you can
process one hour of video, 11 hours of audio, codebases with more than 30,000
lines of code, or over 700,000 words.


Build with 1.5 Flash


RELENTLESS INNOVATION

Our research team is continually exploring new ideas at the frontier of AI,
building innovative products that show consistent progress on a range of
benchmarks. Our newest model is Gemini 1.5 Flash.

Capability

Benchmark

Description

Gemini 1.0 Pro



Gemini 1.0 Ultra



Gemini 1.5 Pro

(Feb 2024)

Gemini 1.5 Flash



General

MMLU

Representation of questions in 57 subjects (incl. STEM, humanities, and others)

General

MMLU

Representation of questions in 57 subjects (incl. STEM, humanities, and others)

Gemini 1.0 Pro



71.8%



Gemini 1.0 Ultra



83.7%



Gemini 1.5 Pro

(Feb 2024)

81.9%



Gemini 1.5 Flash

78.9%

Code

Natural2Code

Python code generation. Held out dataset HumanEval-like, not leaked on the web

Code

Natural2Code

Python code generation. Held out dataset HumanEval-like, not leaked on the web

Gemini 1.0 Pro



69.6%



Gemini 1.0 Ultra



74.9%



Gemini 1.5 Pro

(Feb 2024)

77.7%



Gemini 1.5 Flash



77.2%



Math

MATH

Challenging math problems (incl. algebra, geometry, pre-calculus, and others)

Math

MATH

Challenging math problems (incl. algebra, geometry, pre-calculus, and others)

Gemini 1.0 Pro



32.6%



Gemini 1.0 Ultra

53.2%



Gemini 1.5 Pro

(Feb 2024)

58.5%



Gemini 1.5 Flash



54.9%



Reasoning

GPQA (main)

Challenging dataset of questions written by domain experts in biology, physics,
and chemistry

Reasoning

GPQA (main)

Challenging dataset of questions written by domain experts in biology, physics,
and chemistry

Gemini 1.0 Pro



27.9%



Gemini 1.0 Ultra



35.7%



Gemini 1.5 Pro

(Feb 2024)

41.5%



Gemini 1.5 Flash



39.5%



Reasoning

Big-Bench Hard

Diverse set of challenging tasks requiring multi-step reasoning



Big-Bench Hard

Diverse set of challenging tasks requiring multi-step reasoning

Gemini 1.0 Pro



75.0%



Gemini 1.0 Ultra



83.6%



Gemini 1.5 Pro

(Feb 2024)

84.0%



Gemini 1.5 Flash



85.5%



Multilingual

WMT23

Language translation

Multilingual

WMT23

Language translation

Gemini 1.0 Pro



71.7



Gemini 1.0 Ultra



74.4



Gemini 1.5 Pro

(Feb 2024)

75.2



Gemini 1.5 Flash



74.1



Image

MMMU

Multi-discipline college-level reasoning problems

Image

MMMU

Multi-discipline college-level reasoning problems

Gemini 1.0 Pro



47.9%



Gemini 1.0 Ultra



59.4%



Gemini 1.5 Pro

(Feb 2024)

58.5%



Gemini 1.5 Flash



56.1%



Image

MathVista

Multi-discipline college-level reasoning problems



MathVista

Mathematical reasoning in visual contexts

Gemini 1.0 Pro



45.2%



Gemini 1.0 Ultra



53.0%



Gemini 1.5 Pro

(Feb 2024)

52.1%



Gemini 1.5 Flash



54.3%



Audio

FLEURS (55 languages)

Automatic speech recognition (based on word error rate, lower is better)

Audio

FLEURS (55 languages)

Automatic speech recognition (based on word error rate, lower is better)

Gemini 1.0 Pro



6.4



Gemini 1.0 Ultra



6.0



Gemini 1.5 Pro

(Feb 2024)

6.6



Gemini 1.5 Flash



9.8



Video

EgoSchema

Video question answering

Video

EgoSchema

Video question answering

Gemini 1.0 Pro



55.7%



Gemini 1.0 Ultra



61.5%



Gemini 1.5 Pro

(Feb 2024)

63.2%



Gemini 1.5 Flash



63.5%



For developers


BUILD WITH GEMINI

Integrate Gemini models into your applications with Google AI Studio and Google
Cloud Vertex AI.

Build Google AI Studio An easy way to develop model prompts and build quickly
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Build Vertex AI Purpose-built tools for data scientists and machine learning
engineers.



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