Since the GST is a proportion of what a thing actually costs, and the people who live in poverty have so much less available to begin with, any small-percentage cut doesn't amount to that much for them.
Again, I'm not an economist, and I can't make these economic arguments, but to me it doesn't seem to hold water; I just can't explain why.