No rule at all; both forms are correct; it is a matter of style. I too would use student as an adjective and write Student Reports -- it is simple and clear. And I think that the plural possessive seems odd only because most natives would use the adjective form.
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Do you put an apostrophe behind Assistants, managers, directors, pastors, deacons trustees