18v rechargeable ryobi batteries that will charge but not stay problem?

I happen to have 3 ryobi 18v batteries for my cordless drill that I can charge on the charger to full power but if I leave them more than a day sitting around, they are completely dead. What is wrong with them and can I fix them.
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