well, since taste is subjective and you're looking for an objective measure, I'm just going to judge on other grounds! I suspect that the vanilla industry is less bad for the environment and has a better track record with labor violations, so vanilla is better.

Now, I didn't research that first, and I could definitely be wrong... but at least it's something one can actually be wrong about.