1, and we will argue there are subtle but important questions when generalizing NCE to the conditional case.
the joint model in Eq 2 has a single partition function Z(✓) which is estimated as a param-eter of the model (Gutmann and Hyvärinen, 2012) whereas the conditional model in Eq 1 has a separate partition function Z(x; ✓) for each value of x.