Above-mentioned is indeed a single adjective or adjective phrase, whether it has found itself commonly constructed with hyphen, space, or neither. Unfortunately (for the sake of your argument), this is unlikely to have an impact on whether "below-mentioned" is a valid construction, since we happily make adjectives out of whatever parts of ... More @Wikipedia
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