that for a little while so it turns out that actually this same value function also appears for maximum likelihood if you look at it the right way so what this value function consists of is on the Left we have a term where we sample values from the data and we measure the log discriminator function on the right we sample values from a generator function and we measure the log of one minus the discriminator function it turns out that the differences between noise contrastive estimation maximum likelihood estimation