We delineate quantum magnetism in the strongly spin-orbit coupled, distorted honeycomb-lattice antiferromagnet BiYbGeO. Our magnetization and heat capacity measurements reveal that its low-temperature behavior is well described by an effective Kramers doublet of Yb. The ground state is nonmagnetic with a tiny spin gap. Temperature-dependent magnetic susceptibility, magnetization isotherm, and heat capacity could be modeled well assuming isolated spin dimers with anisotropic exchange interactions ~K and ~K. Heat capacity measurements backed by muon spin relaxation suggest the absence of magnetic long-range order down to at least 80,mK both in zero field and in applied fields. This sets BiYbGeO apart from YbSiO with its unusual regime of magnon Bose-Einstein condensation and suggests negligible interdimer couplings, despite only a weak structural deformation of the honeycomb lattice.

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