Actually, among the remaining 7% zero anaphors, about 5% are driven by a preposition phrase (PP) node, and 2% are driven by a noun phrase (NP) node.
our preliminary experiments show that simple inclusion of those PP-driven and NPdriven zero anaphors will largely increase the imbalance between positive and negative instances, which significantly decrease the performance.