TL;DR: unfortunately the conclusion is, no they can't
> the best recorded performance is 59.9% on accurately simulating state transitions [...] after 10 steps, average simulation accuracy would reduce to less than 1%. Our results indicate that LLMs are not yet able to reliably act as text world simulators
> the best recorded performance is 59.9% on accurately simulating state transitions [...] after 10 steps, average simulation accuracy would reduce to less than 1%. Our results indicate that LLMs are not yet able to reliably act as text world simulators