Text-To-Text Transfer Transformer (T5)
In a work titled “Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer” by Colin Raffel et al., Google researchers presented the flexible Text-To-Text Transfer Transformer (T5) language model architecture. T5’s central tenet is to formulate all-natural language processing (NLP) jobs as text-to-text issues, in which text strings are used for both input and output. This makes it possible to address different NLP jobs in a uniform and adaptable way.
Key Features of Text-To-Text Transfer Transformer (T5)
- Unified Framework: T5 proposes a unified framework for various NLP tasks, including text classification, translation, summarisation, and question answering, among others.
- Text Generation and Compression: T5 can be used for both text generation and compression tasks.
- Pre-training and Fine-tuning: Like many other successful language models, T5 undergoes a pre-training phase on a large and diverse dataset.
Applications of Text-To-Text Transfer Transformer (T5)
- Text summarization
- Language Translation
- Question answering, and other natural language understanding tasks.
Top Generative AI Models to Explore in 2024
Generative AI models have become potent instruments in the rapidly changing field of artificial intelligence, capable of producing original texts, visuals, and even whole stories. By 2024, generative AI will have advanced to never-before-seen levels thanks to a variety of models that are pushing the envelope in terms of originality and inventiveness.
These Generative AI Models demonstrate the breadth and depth of applications for Generative AI, ranging from language production to image synthesis. While some models are quite good at producing text that seems human, others produce realistic and beautiful visuals. Every model offers a different set of advantages and a window into the seemingly endless possibilities of AI-driven creation.
In this article, we’ll be looking into 9 distinct AI generative, segmented into Text, Image, and Code generative AIs. Before getting into the Top generative AI models, let’s first understand in brief what is generative AI.