I'd probably say that "transpiler" is not a very useful word with that definition.
For example, a 'native compiler' outputs machine code for the host system, a 'cross compiler' outputs machine code for a different system, a 'bytecode compiler' outputs a custom binary format (e.g. VM instructions), and a 'transpiler' outputs source code. These distinctions are meaningful.