The understanding of the external enhancement effects from host matrixes on thermally activated delayed fluorescence (TADF) emitters is crucial but incomprehensive at present. Herein, a series of phosphine oxide (PO) acceptors mDBSOSPO (m = 2, 3, and 4, corresponding to PO substitution position) and 4,4'-bis(9-carbazolyl)-2,2'-dimethylbiphenyl (CDBP) as donor is used to construct CDBP:mDBSOSPO exciplex matrixes with typical TADF behaviors. After doped with a conventional yellow TADF emitter 4CzTPNBu, the exciplex matrixes dramatically elevate the reverse intersystem crossing (RISC) efficiencies up to 99%, effectively reduce triplet nonradiative rate constant, and tenfold increase singlet radiative/nonradiative ratio beyond 30 in the case of CDBP:2DBSOSPO:3% 4CzTPNBu. The time-resolved photoluminescence and electroluminescence (EL) spectra demonstrate that in contrast to single-molecular hosts, besides the additional RISC channel for TADF facilitation, the exciplexes support the charge preseparation for the step-by-step charge transfer-based energy transfer featuring effective quenching suppression. These external enhancement effects of the exciplex matrixes lead to the stateof-the-art EL performances of their yellow TADF diodes, including the recording power and quantum efficiencies of 114.9 lm W −1 and 30.3% to date.