I could also taste a difference before and after the addition.... Especially the unrefined sugar comes with big molasses flavour, a bit like licorice, this part of the flavour got changed with the baking soda adition, at least according to my taste buds.
Interesting. Did the high heat baking soda neutralization create the licorice flavor, or remove it?