AI models collapse when trained on recursively generated data

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Abstract Stable diffusion revolutionized image creation from descriptive text.GPT-2 (ref.1), GPT-3(.5) (ref.2) and GPT-4 (ref.3) demonstrated high performance across a variety of language tasks.ChatGPT introduced such language models to the public. It is now clear that generative artificial intelligence (AI) such as large language models (LLMs) is here to stay […]

Debating transformation in the Global Order

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Debating transformation in the Global Order . Last week, we discussed the salients of annual International Programme for Development and Stability (IPDS-26) conducted recently by Institute for Strategic Studies, Research and Analysis (ISSRA) at the National Defence University (NDU) Islamabad.We discussed the contours of ‘Emerging Global Order (EGO)’, the role […]

Ram, GM, and Ford are keeping the V8 alive

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For years, the growl of a big, manly V8 engine had been fading from US auto assembly floors. No longer. A V8 is a gas engine with eight cylinders arranged in a V-shape.It has long been a go-to choice for Americans who want the power to tow, haul, or go […]

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