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There are degrees of awareness. Consciousness is a broad part of that, but usually it's sentience and sapience that are really considered in this question, and they are two different things. Usually sentience is used when it's actually sapience that's being discussed.
LLMs as they are aren't aware. They respond to input, but there's nothing going on internally to suggest they "know" what's being asked. The lack of long term context and memory is a huge issue that external tools and techniques try to counter.
But to answer the question, we still don't know. Before everything got sidetracked onto the LLM ride, it was one of many ideas on how to develop thinking in a computer. I don't know if other research is still going on and just hidden behind the frenzy, or got cut out to go down this singular path that looked profitable.
I heard there is research to build world models, so I believe they are still trying to build AI beyond LLMs.
There’s a lot broader sorts of AI’s than just LLMs. People are doing all sorts of incredible things with them.
I don’t know why people think LLMs are the most advanced AI we have- very far from it, actually.
Right now most of them are fairly narrow in scope, but they’re still far more complex than LLMs.