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The PSN Store states: "Free games and add-ons are yours to keep and play the entire time you are a PlaystationPlus subscriber unless otherwise noted."

I wouldn't take that to mean anything but you only have access to your free games if you are a current subscriber.

Otherwise you'd have a lot more people paying for 3 months of access just to download all available free games and only renewing when there were enough additional free games.