Artificial Intelligence

What is Multimodal AI and its Significance to GPT-4?

Sakshi Goyal

GPT-4 flaunts a scope of cutting-edge capacities, especially in the domain of multimodal AI

Within the AI community and beyond, the recent release of GPT-4 has sparked a flurry of excitement and speculation. GPT-4, the latest addition to OpenAI's impressive collection of AI language models, possesses a number of cutting-edge features, particularly in the field of multimodal AI.

Multimodal AI refers to artificial intelligence systems that can process and understand information from multiple modalities or sources, such as images, videos, text, and speech. By combining information from multiple modalities, multimodal AI systems can provide more comprehensive and accurate insights and predictions.

By incorporating information from multiple modalities, multimodal AI can improve the accuracy and effectiveness of various applications such as virtual assistants, autonomous vehicles, medical diagnosis, and content recommendation systems. For example, a virtual assistant that can process both speech and visual information can provide more personalized and contextualized responses to user queries. Similarly, an autonomous vehicle that can analyze both visual and auditory signals can better detect and respond to potential hazards on the road.

Microsoft asserts that GPT-4 has been taught to avoid a number of harmful prompts, despite the fact that ChatGPT initially had a number of problems.

According to the OpenAI release, GPT-4 surpasses ChatGPT by scoring in higher approximate percentiles among test-takers. GPT-4 has been safer and better aligned for six months. According to our internal studies, GPT-4 is 40% more likely than GPT-3.5 to generate factual replies and 82% less likely to reply to requests for information that isn't authorised.

The GPT-4, in contrast to ChatGPT, has a larger memory capacity and a maximum token count of 32,768, which equates to about 64,000 words or 50 pages of text. The GPT-4 can analyse photos to extract information that is pertinent and correct. This enables GPT-4 to define fashion styles, instruct you on how to use certain gym equipment, or translate a label in your favourite language just by scanning the image you've provided.

While GPT-4 can handle both text and picture inputs, as of right now, ChatGPT Plus customers will only have access to the text input capability. The AI tool will also be put on a wait list and made available to a small number of software developers. The option to input images is still not accessible to the general audience.

The significance of multimodal AI to GPT-4 lies in its potential to enhance the capabilities of language models. Language models like GPT-3 can generate high-quality text, but they lack the ability to understand and process information from other modalities. By incorporating multimodal capabilities, GPT-4 could potentially be able to analyze and interpret images, videos, and other non-textual data to generate more comprehensive and accurate outputs.

It is also possible that GPT-4 will feature improvements in areas such as model efficiency, training data, and training methodology. These improvements could potentially make the model more accessible to a wider range of users and use cases.

For example, GPT-4 could be trained on large datasets of text and images, enabling it to generate captions or descriptions of images that are not only linguistically accurate but also visually relevant. This could have significant applications in fields such as content creation, social media, and e-commerce.

OpenAI carried out several tests and training sessions to ensure that GPT-4 is error-free or almost error-free in order to perfect this AI product and enhance user experience. To enhance and refine GPT-4's behaviour, OpenAI included more human input, including that provided by ChatGPT users themselves. For early input in areas like AI safety and security, the business worked with more than 50 experts. When more and more people begin to use it, OpenAI will continue to update and enhance GPT-4 on a regular basis, just like it does with ChatGPT.

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