On the contrary, in general, large state-owned enterprises have long-term loans (more than two years) from banks, which means that they are long-term liabilities for similar reasons.
Of course, when the specific accounting is pragmatic, it must also be combined with specific business. Long-term liabilities are generally liabilities for more than one year, while short-term liabilities are liabilities for less than one year, so they need to be adjusted according to time.