Yes, but if you used the correct type of quotes that wouldn't be a problem:

my $string = 'Hello $World' . "\n";
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Or escape your $ character.

By the way, your script is failing on this line:

my $string = "Hello $World \n";
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That's happening in the compilation phase, not runtime.