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We study bipartite networks of phase oscillators with general nonlinear coupling and distributed time delays. In particular, we consider phase-locked synchronous solutions where the oscillators in each partition are perfectly synchronized with each other but have a phase difference with those in the other partition. We show that the phase difference must be either zero or