Few things do I remember perfectly but plants are one. I never label but do buy garden stakes for writing fun words on. (go figure that one!)
If I ever got into a major garden where I was showing it to the public, I would be a label-er but for now, purslane is purslane and spider plants are green or variegated. Maybe I like the surprises that come up too.