For demonstration, two noise expressions: Theoretically, they are supposed to be identical. In practice, the former evaluates to some seed-dependent constant everywhere, and the latter - generates different random values for different tiles, seemingly with a period of 1 chunk. Visualization from noise-tools for the latter:

Thanks for the report, this is fixed for 2.1 major release. Random penalty will generate random values even if all arguments are constant.