What is it? It is the acid from the battery. Corrosion. The baking soda is the opposite Ph value, and will neutralize it.
Technically Baking soda is sodium carbonate. It's not a high pH to counteract the acid. Baking soda is in a class called a pH buffer. It tends to neutralize Ph whether it's low(acid) or high(caustic).