Generally, absent any formal agreement, the IRS tie-breaker rules will apply when determining who is eligible to claim dependents.
In this case, since the dependents have always lived with you, there is no formal agreement in place, and you are both parents to the dependents, you would be the person eligible to claim the dependents, per the tie-breaker rules.
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