
A common approach is to provide a set of NPL rules and learn (1) what are the entities (2) what are the relations among the entities.
The paper "StatSnowball: a Statistical Approach to Extracting Entity Relationships" introduces an interesting methodology where new rules can be derived from a small set of examples. In order to achieve this goal, a bootstrapping techniques is adopted as in the figure.

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