We can retrieve positive examples from Web archive with high precision (but low recall) by manually augmenting queries with hypernyms or semantically related words (e.g., "Loft AND shop" or "Loft AND stationary").
the accuracy of the proposed approach with-EM is gradually increasing according to the percentage of added hand labeled examples.