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You may file separately, and take your own personal tax exemption ($3400) on your tax return.
Although there are some tax benefits of being a member of the military, not having to pay any federal taxes is generally not one of them. Combat pay is generally tax free, but regular earnings are not, and your own earnings would not be tax free just because you are a military spouse.
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