However, unlike in traditional maximum entropy models such as the fixed-position model above, these features functions are dynamically defined when presented with each turn.
for a turn with G hypotheses, we define φ i (x, y = g) = x g i , where y ranges over the set of possible dialog states G + 1 (and as above i ∈ 1 .