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Are Large Language Models as Stochastic Parroting without any Intellect? Language models may be categorized as probabilistic methods and neural network-based modern language models. A simple probabilistic language model that calculates n-gram probabilities has significant drawbacks. The major one is the context problem. Complicated texts have deep context influencing the choice of the next word.