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Generative artificial intelligence (generative AI, GenAI, [1] or GAI) is a subset of artificial intelligence that uses generative models to produce text, images, videos, or other forms of data. [ 2 ] [ 3 ] [ 4 ] These models learn the underlying patterns and structures of their training data and use them to produce new data [ 5 ] [ 6 ] based on ...
Retrieval-Augmented Generation (RAG) is a technique that grants generative artificial intelligence models information retrieval capabilities. It modifies interactions with a large language model (LLM) so that the model responds to user queries with reference to a specified set of documents, using this information to augment information drawn from its own vast, static training data.
Economists already utilize machine learning, a branch of AI, to analyze data and develop economic projections. But genAI is a separate technology. It underpins ChatGPT and similar tools and has ...
Generative pretraining (GP) was a long-established concept in machine learning applications. [16] [17] It was originally used as a form of semi-supervised learning, as the model is trained first on an unlabelled dataset (pretraining step) by learning to generate datapoints in the dataset, and then it is trained to classify a labelled dataset.
The findings revealed that the average score of the students was considerably higher than the GenAI models. [7] Its application in fields like computer programming and numerical methods has been explored and validated. [8] Assessment psychologist Eka Roivainen's study suggested ChatGPT's verbal IQ approximates the top 0.1% of test-takers. [9]
Deep learning – Branch of machine learning; Diffusion model – Deep learning algorithm; Generative artificial intelligence – AI system capable of generating content in response to prompts; Synthetic media – Artificial production, manipulation, and modification of data and media by automated means