We study the higher order corrections of quark masses to the Gell-Mann--Oakes--Renner (GOR) relation by constructing QCD sum rules exclusively for pseudoscalar mesons from the axial-vector correlation function, $i\ensuremath{\int}{d}^{4}{\mathrm{xe}}^{\mathrm{ip}\ensuremath{\cdot}x}〈0|T[{A}_{\ensuremath{\mu}}{(x)A}_{\ensuremath{\nu}}(0)]|0〉.$ To project out the pseudoscalar meson contributions, we apply $\ensuremath{-}{p}^{\ensuremath{\mu}}{p}^{\ensuremath{\nu}}{/p}^{2}$ to this correlation function and construct sum rules for the decay constants of pseudoscalar mesons, ${f}_{\ensuremath{\pi}}{,f}_{k},$ and ${f}_{{\ensuremath{\eta}}_{8}}.$ The operator product expansion (OPE) is proportional to quark masses due to PCAC (partial conservation of axial-vector current). To leading order in quark mass, each sum rule reproduces the corresponding GOR relation. For kaon and ${\ensuremath{\eta}}_{8},$ the deviation from the GOR relation due to higher orders in quark mass is found to be substantial. But the deviation gives better agreement with phenomenology. Our sum rule provides a sensitive relation between ${f}_{K}$ and ${m}_{s},$ which stringently constrains the value for ${m}_{s}.$ To reproduce the experimental value for ${f}_{K},$ ${m}_{s}$ is found to be 186 MeV at 1 GeV scale. The ${f}_{{\ensuremath{\eta}}_{8}}$ sum rule also supports this finding.
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