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We study inverse problems for the nonlinear wave equation $\square_g u + w(x,u, \nabla_g u) = 0(M,g)\nabla_g uw(x,u, \xi)\xi$. Under appropriate assumptions, we show that the conformal class of the Lorentzian metric can be recovered up to diffeomorphisms, from the knowledge of the Neumann-to-Dirichlet map. With some additional conditions, we can recover the metric itself up to diffeomorphisms. Moreover, we can recover the second and third quadratic forms in the Taylor expansion of with respect to up to null forms.

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