Figure 5 shows that TIER's performance increases from an F score of 34 when trained on just 100 documents up to an F score of 56 when training on 1,300 documents.
autoSlog-TS (Riloff, 1996) generates lexicosyntactic patterns exhaustively from unannotated texts and ranks them based on their frequency and probability of occurring in relevant documents.