"A Survey of Large Language Models" offers exactly what its name promises: a comprehensive overview of all available open and closed large language models. In addition to facts about training data, used computational resources, used base models, and used methods, the paper offers a detailed explanation of all aspects of large language models. On more than 120 pages, the paper provides a comprehensive overview with a lot of further information on AI training methods, data selection, or prompt engineering. The paper is regularly updated by the participating researchers.
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