It is equivalent to forward-backward on an HMM with n observations (the L ij ) and n states per observation (the C j ), with a deterministic (thus sparse) transition function.
we would like to marginalize equation 1to obtain the distribution p(L 34 ) over L 34 = true vs. false, the distribution p(T 4 ) over tags, etc.