For anaphor m i and its antecedent candidates E m i (e ij ∈ E m i ), the numeric score for pair {m i , e ik } is S ik .
based on (1) and (2), MLNs allow us to express relations between anaphor-anaphor and anaphor-antecedent pairs ((m,n) or (m,e)) on the global discourse level improving accuracy by performing joint inference.