I always fail to understand why somebody would recommend using baking soda, of all things, over something like say dolomitic or garden lime (or oyster shell or egg shell flour; it's all calcium carbonate).
Baking soda is sodium bicarbonate. It has too much sodium and it doesn't supply any other nutrient. Additionally, it is water soluble and in soil it will not influence pH for very long. Calcitic lime provides Ca, dolomitic provides both Ca and Mg. It is also sparingly soluble in water; it will start to neutralize acids in the soil solution virtually immediately after it is applied - forming water, carbon dioxide and liberating Ca/Mg. The rest of the lime stays in the soil as precipitate and keeps neutralizing acids long term.
If you had to use very much baking soda so frequently, you risk sodium toxicity. Other common amendments used with soil may already have plenty of sodium: coco coir, kelp, Azomite, pyllosilicate minerals (Excelerite, Rare-Earth), even blackstrap molasses.