We theoretically propose that giant magnetochiral anisotropy is achieved in Weyl semimetals in noncentrosymmetric crystals as a consequence of the chiral anomaly. The magnetochiral anisotropy is the nonlinearity of the resistivity that depends on the current and the magnetic field as $\rho=\rho_0 (1 + \gamma \boldsymbol{I} \cdot \boldsymbol{B})\boldsymbol{B}\gamma$ in noncentrosymmetric Weyl semimetals. The obtained formula for shows that the magnetochiral anisotropy is strongly enhanced when the chemical potential is tuned to Weyl points, and that noncentrosymmetric Weyl semimetals such as TaAs can exhibit much larger magnetochiral anisotropy than that observed in other materials so far.

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