This paper walks the reader step by step through the basic concepts of natural language processing (NLP), expanding to large language models and terms like 'perplexity', and through to a look at what to expect in the future. "The vast majority of architectures are neural networks (sometimes called artificial neural networks
to differentiate them from biological ones)... A general observation about neural network architectures (but not a necessary or defining property) is that the relationship between their numerical calculations and the task-solving behavior of a model (after its parameters are set) is not explainable to human observers."
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