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OpenAI recently released GPT-2 and GPT-3, two large language models with 1.5 billion parameters and the ability to generate entire website layouts and code based on network strength. While the results have been impressive, OpenAI has chosen not to release the model due to concerns about malicious applications. This lack of reproducibility has caused a big issue in the science world.