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It depends on the initial size of the stack for which reinforcements are summoned...
I thought so too. But later I noticed that it doesn't depend on that. The more troops I and my opponent have, the better the reinforcements work.
I don't know why, but it's noticeable with elementals, as their numbers are almost always the same, unlike a regular army.