Techniques based on machine learning (Zhou et al., 2005;Hao et al., 2005;Bunescu and Mooney, 2006) are expected to alleviate this problem in manually crafted IE.
in most cases, the cost of manually crafting patterns is simply transferred to that for constructing a large amount of training data, which requires tedious amount of manual labor to annotate text.