The collective models extend the L models by adding edge potentials which encourage the stance labels to respect disagreement relationships along reply links.
every reply link between authors (for author-level models) or between posts (for post-level models) x 1 and x 2 is associated with a latent variable disagree(x 1 , x 2 ).