I mean it all goes back to how we define consciousness
In one definition, which contains quale, then yes, computation cannot bring about experience, and by extension consciousness (given a definition of consciousness that contains the ability to experience, (e.i a p-zombie is not conscious under that definition))
also if one is to say llms are conscious, i assume they'll also accept the fact that if someone ran inference of some model's weights on a white board, somehow that will also bring about consciousness somewhere. I find such believes hard to grasp, and more akin to magic if anything