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by NoGravitas 1098 days ago
Once you have a knowledge base connected to the language model, it's no longer a Stochastic Parrot, but something else entirely. The point of the paper is that simply continuing to scale up LLMs will not produce understanding, because a pure LLM has no connection between form and meaning. That link can provided in other ways, though (multimodal models, robot embodiment).
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But these language models are implicitly trained on knowledge by being fed large amounts of factual text, which (I presume) allows it to generate text that is factual (statistically more frequently than hallucinating nonfactual information). So probably recent models (which were being trained around the time the parrots paper came out) are really implict knowledge models already. Obviously they don't have embodiment, and it's still unclear to me what level of true embodiment in the actual, real, physical world is required to make these models more than just "parrots".