Also, Guided DS improves the overall recall by more than 9% absolute (from 30.9% to 39.93%) at a comparable level of precision (24.35% for MIML vs 23.64% for Guided DS), while increases the running time of MIML by only 3%.
our approach outperforms state-of-the-art model for relation extraction using much less labeled data that was used by Zhang et al., (2012) to outper-form logistic regression baseline.