We employ the sample of 244 gamma-ray bursts (GRBs; i.e., C244) with the Combo correlation to test cosmic anisotropy. Meanwhile, the Pantheon sample is introduced to verify whether the GRB sample can suppress the fake anisotropic signals induced by inhomogeneous spatial distributions. In the dipole fitting (DF) method, under the dipole-modulated CDM model, the C244 sample shifts the best-fitting longitude derived from the Pantheon sample by and reduces the uncertainty in by approximately . Compared to the 118 GRBs (i.e., A118) with the - correlation, the shift in longitude increases by additional . In the hemisphere comparison (HC) method, the preferred direction derived from the C244+Pantheon sample deviates from that of the Pantheon-only sample by more than . In contrast, the preferred direction from the A118+Pantheon sample is consistent with the Pantheon-only result within the uncertainty. The preferred direction changes significantly as the number of GRBs increases from 118 to 244. Our results show that a larger GRB sample can reduce the fake anisotropic signals caused by inhomogeneous spatial distributions. Accordingly, we suggest that GRBs have the potential to provide a reliable probe of cosmic anisotropy.

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