Yes, it's possible to claim a dependent for only 1 year if you qualify for the exemption. If your situation was different in other years, you would not claim them.
See Rules
for Claiming a Dependent , but if you reply with specifics I could give you more details. TurboTax does ask all of the questions to determine if you can claim a dependent.
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