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We investigate the ultimate precision limits for quantum phase estimation in terms of the coherence, , of the probe. For pure states, we give the minimum estimation variance attainable, , and the optimal state, in the asymptotic limit when the probe system size, , is large. We prove that pure states are optimal only if scales as with a sufficiently large proportionality factor, and that the rank of the optimal state increases with decreasing , eventually becoming full-rank. We show that the variance exhibits a Heisenberg-like scaling, , where decreases to as increases, leading to a dimension-independent relation.

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