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That depends on the algorithm, some depend on randomness like IVs.

Maybe you are thinking of JWE?

If the signing of the JWT wasn’t deterministic, then it would be hard to verify.

Correct. Some auth systems use JWE. Some even use it interchangeably with just JWS.