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What is Google Gemini AI? GPT-4 vs Gemini: Battle of Giants

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Atlas Softweb

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December 8, 2023

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What is Google Gemini AI? GPT-4 vs Gemini: Battle of Giants

Google is stepping up its game in the field of generative artificial intelligence with its latest launch. On 6th Dec. 2023, Wednesday, the tech giant unveiled Gemini, an AI model aimed at rivaling OpenAI’s GPT models. But that’s not all; Gemini is set to turbocharge various aspects, from Google’s apps to Android smartphones. 

Gemini – Most Capable and Largest AI Model

Video Credit: Deepmind.google

The extent of Google’s ambitions is evident from their announcement. They proudly introduced Gemini as their “most capable and largest AI model” and even proclaimed the start of a “Gemini era.” Google envisions their AI model being utilized across the board, whether it’s in large corporations or everyday devices like the Google Pixel 8 Pro. It’s an exciting time for AI enthusiasts!

Google is advancing its artificial intelligence capabilities through the introduction of project Gemini. This AI model has been trained to exhibit human-like behavior, triggering renewed discussions regarding both the potential advantages and risks associated with this technology. 

Gemini is available in three different sizes, making it suitable for a range of preferences and needs.

Gemini comes in three sizes

Image Courtesy: Deepmind.google

  • Gemini Nano: Gemini Nano is the ultimate model for on-device tasks. It’s super efficient!
  • Gemini Pro: Gemini Pro: The Ultimate Choice for Seamless Scaling Across Diverse Tasks!
  • Gemini Ultra: Gemini Ultra, the most powerful and largest model available, is perfectly suited for tackling highly complex tasks.

The implementation of Project Gemini will occur in several stages. Initially, less advanced versions of Gemini named “Nano” and “Pro” will be integrated into Google’s AI-driven chatbot, Bard, as well as their Pixel 8 Pro smartphone. 

Google Gemini AI Vs Google Bard AI

By incorporating Gemini, Google aims to enhance Bard’s intuitiveness and improve its performance in tasks involving planning. Moreover, on the Pixel 8 Pro, Gemini will facilitate the prompt summarization of recorded content on the device and provide automated responses on messaging platforms, starting with WhatsApp, as per Google’s announcement.

Gemini’s major breakthroughs are expected to occur in early next year, with the introduction of the Ultra model launching “Google Bard Advanced” – an upgraded version of the chatbot initially limited to a test audience. 

Initially, the AI will only support English language usage worldwide, but Google executives assured journalists during a briefing that the technology will eventually expand its capabilities to include other languages. 

During a demonstration of Gemini to a group of reporters, it became evident that Google’s “Bard Advanced” could potentially revolutionize AI multitasking. It showed remarkable proficiency in simultaneously recognizing and comprehending presentations involving text, photos, and videos.

Meet The First Version of the Gemini AI Model

Video Credit: Deepmind.google

Gemini is the first model to outperform human experts on MMLU (Massive Multitask Language Understanding), one of the most popular methods to test the knowledge and problem solving abilities of AI models.

TEXT

CapabilityBenchmark
Higher is better
DescriptionGemini UltraGPT-4API numbers were calculated where reported numbers were missing
GeneralMMLURepresentation of questions in 57 subjects (incl. STEM, humanities, and others)90.0%CoT@32*86.4%5-shot* (reported)
ReasoningBig-Bench HardThe diverse set of challenging tasks requiring multi-step reasoning83.6%3-shot83.1%3-shot (API)
DROPReading comprehension (F1 Score)82.4Variable shots80.93-shot (reported)
HellaSwagCommonsense reasoning for everyday tasks87.8%10-shot*95.3%10-shot* (reported)
MathGSM8KBasic arithmetic manipulations (incl. Grade School math problems)94.4%maj1@3292.0%5-shot CoT (reported)
MATHChallenging math problems (incl. algebra, geometry, pre-calculus, and others)53.2%4-shot52.9%4-shot (API)
CodeHumanEvalPython code generation74.4%0-shot (IT)*67.0%0-shot* (reported)
Natural2CodePython code generation. New held out dataset HumanEval-like, not leaked on the web74.9%0-shot73.9%0-shot (API)
Ref: Deepmind.google

MULTIMODAL

CapabilityBenchmarkDescription
Higher is better unless otherwise noted
GeminiGPT-4VPrevious SOTA model listed when the capability is not supported in GPT-4V
ImageMMMUMulti-discipline college-level reasoning problems59.4%0-shot pass@1
Gemini Ultra (pixel only*)
56.8%0-shot pass@1
GPT-4V
VQAv2Natural image understanding77.8%0-shot
Gemini Ultra (pixel only*)
77.2%0-shot
GPT-4V
TextVQAOCR on natural images82.3%0-shot
Gemini Ultra (pixel only*)
78.0%0-shot
GPT-4V
DocVQADocument understanding90.9%0-shot
Gemini Ultra (pixel only*)
88.4%0-shot
GPT-4V (pixel only)
Infographic VQAInfographic understanding80.3%0-shot
Gemini Ultra (pixel only*)
75.1%0-shot
GPT-4V (pixel only)
MathVistaMathematical reasoning in visual contexts53.0%0-shot
Gemini Ultra (pixel only*)
49.9%0-shot
GPT-4V
VideoVATEXEnglish video captioning
(CIDEr)
62.74-shot
Gemini Ultra
56.04-shot
DeepMind Flamingo
Perception Test MCQAVideo question answering54.7%0-shot
Gemini Ultra
46.3%0-shot
SeViLA
AudioCoVoST 2 (21 languages)Automatic speech translation
(BLEU score)
40.1Gemini Pro29.1Whisper v2
FLEURS (62 languages)Automatic speech recognition
(based on word error rate, lower is better)
7.6%Gemini Pro17.6%Whisper v3
Ref: Deepmind.google

How These Two AI Language Models Compare?

Get ready for an epic showdown as two incredible AI powerhouses face off: meet Gemini and GPT-4! In this highly anticipated battle, we’ll witness a clash of the titans as these cutting-edge technologies go head-to-head.

Step into the ring and marvel at the brilliance of Gemini, bearing the latest advancements in AI. Gemini showcases its remarkable capabilities and revolutionary features.

But wait! Here comes GPT-4, the AI heavyweight ready to take on any challenge. With its impressive intelligence and vast knowledge, GPT-4 is determined to prove its mettle and redefine what’s possible in the AI world.

As the showdown commences, the atmosphere is charged with excitement. Witnessing these AI giants use their virtual superpowers is truly awe-inspiring. Both Gemini and GPT-4 will undoubtedly push the boundaries of what we thought AI was capable of.

Who will emerge victorious in this breathtaking battle? Join us and witness the clash of the AI titans as they go head-to-head. Only time will tell who will come out on top in this thrilling showdown.

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