However, we conduct CRF inference in tandem with the translation decoding procedure ( §3), creating an environment in which subsequent words of the observation are not available; the MT system has yet to generate the rest of the translation when the tagging features for a position are scored.
we only define emission features on the observed words at the current and previous positions of a class: φ o (τ i , e i , e i−1 ).