Note that this model with multiple context features is deficient: it can generate data that are inconsistent with any actual corpus, because there is no mechanism to constrain the left context word of token e i to be the same as the right context word of token e i−1 (and similarly with alignment features).
this provides a very simple vector-based clustering baseline.