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The difficulty of constructing universal subtraction schemes for NNLO QCD calculations suggests exploring alternative approaches to combining virtual and real-emission contributions. In this talk, I present initial steps towards decomposing phase-space integrals in a basis of master integrals. Such a basis would parallel the one used in virtual contributions. I will show how to use techniques from computational algebraic geometry to partial-fraction real-emission amplitudes in a systematic way.